{"id":4929,"date":"2018-05-18T08:44:35","date_gmt":"2018-05-18T06:44:35","guid":{"rendered":"https:\/\/mlforum.pl\/?page_id=4929"},"modified":"2018-07-11T10:45:31","modified_gmt":"2018-07-11T08:45:31","slug":"agenda-2017","status":"publish","type":"page","link":"https:\/\/temp.techrisk.pl\/agenda-2017\/","title":{"rendered":"AGENDA 2017"},"content":{"rendered":"[vc_row][vc_column][vc_column_text]\n<p style=\"text-align: center\">Konferencja &#8222;Machine Learning@Enterprise 2017&#8221; odb\u0119dzie si\u0119 w dniu 14 listopada 2017 r. w Airport Hotel Ok\u0119cie przy ul. 17 Stycznia 24 w Warszawie.<\/p>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_single_image image=&#8221;4169&#8243; img_size=&#8221;full&#8221; alignment=&#8221;center&#8221;][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row][vc_row][vc_column][vc_separator]            <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>8.30 - 9.00<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-coffee\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p>Rejestracja uczestnik\u00f3w i poranna kawa<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n                        <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>9.00 - 9.10<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-bell\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p>Otwarcie konferencji i powitanie uczestnik\u00f3w<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n                                    <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single vc_custom_1508928969191\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/przemyslaw\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/pg.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/pg.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/pg-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/przemyslaw\/\" style=\"color: #e25396; font-size: 18px;\">Przemys\u0142aw Gamdzyk<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 16px;\">\r\n                                    CEO & Meeting Designer, Evention                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_separator][vc_column_text css=&#8221;.vc_custom_1505201205658{margin-left: px !important;}&#8221;]\n<h2 style=\"text-align: center\"><span style=\"color: #e91b2c\"><strong><span style=\"color: #e25396\">SESJA PLENARNA<\/span><br \/>\n<\/strong><\/span><\/h2>\n[\/vc_column_text]            <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>9:10 - 9:35<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-comment\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p>Sny o m\u00f3zgach elektronowych czyli k\u0142opoty inteligencji naturalnej ze sztuczn\u0105 inteligencj\u0105<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [vc_column_text css=&#8221;.vc_custom_1508964307335{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]R\u00f3\u017cne rozumienie sztucznej inteligencji (s\u0142aba vs. silna). Powracaj\u0105ce mody (g\u0142\u0119bokie sieci neuronowe). Fenomen skomplikowanych funkcjonalno\u015bci uzyskiwanych za pomoc\u0105 prostych modeli. Kwestie etytczne wi\u0105\u017c\u0105ce si\u0119 z AI. Obecny stan rozwoju i perspektywy zastosowa\u0144 sztucznej inteligencji w obszarze IoT, przemy\u015ble 4.0, smart city, smart living, itd., itp.[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single vc_custom_1508928981867\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/prof-jaroslaw-arabas\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/arabas_300x300.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/arabas_300x300.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/arabas_300x300-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/prof-jaroslaw-arabas\/\" style=\"color: #e25396; font-size: 18px;\">Prof. Jaros\u0142aw Arabas<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 16px;\">\r\n                                    dr hab. in\u017c., Instytut Informatyki, Wydzia\u0142 Elektroniki i Technik Informacyjnych, Politechnika Warszawska                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n                        <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>9:35 - 10:00<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-key\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p>Jak uzyska\u0107 lepsze efekty zastosowania Machine Learning dzi\u0119ki feature engineering<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n                                    <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single vc_custom_1508929017934\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/michal-sapinski\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/michal_sapinski.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/michal_sapinski.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/michal_sapinski-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/michal-sapinski\/\" style=\"color: #e25396; font-size: 18px;\">Micha\u0142 Sapi\u0144ski<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 16px;\">\r\n                                    Software engineer, Google                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n                        <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>10:00 - 10:40<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-comments\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p>DYSKUSJA PANELOWA: ML nad Wis\u0142\u0105<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [vc_column_text css=&#8221;.vc_custom_1508964315378{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]Czy firmy w Polsce zaczynaj\u0105 stosowa\u0107 rozwi\u0105zania uczenia maszynowego i sztucznej inteligencji? Czy jeste\u015bmy w awangardzie czy ariergardzie post\u0119pu? Czy Machine Learning mo\u017ce by\u0107 powodem rzeczywistej innowacji? Kto zajmuje si\u0119 u nas ML i AI? Potencja\u0142 i pochodzenie \u015brodowiska profesjonalist\u00f3w od danych. Dla kogo realizujemy projekty?[\/vc_column_text][vc_column_text css=&#8221;.vc_custom_1508964338795{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]Prowadzenie:[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single vc_custom_1508929030627\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/przemyslaw\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/pg.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/pg.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/pg-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/przemyslaw\/\" style=\"color: #e25396; font-size: 18px;\">Przemys\u0142aw Gamdzyk<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 16px;\">\r\n                                    CEO & Meeting Designer, Evention                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text css=&#8221;.vc_custom_1508964349042{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]Udzia\u0142 wezm\u0105 m.in.:[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single vc_custom_1508929040334\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dominik-batorski\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"200\" height=\"200\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/batorski.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/batorski.jpg 200w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/batorski-150x150.jpg 150w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dominik-batorski\/\" style=\"color: #e25396; font-size: 18px;\">dr Dominik Batorski<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 16px;\">\r\n                                    ICM Uniwersytet Warszawski, Sotrender                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n                                    <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single vc_custom_1508929052232\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dawid-detko\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/dawid-detko_300x300.png\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/dawid-detko_300x300.png 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/dawid-detko_300x300-150x150.png 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dawid-detko\/\" style=\"color: #e25396; font-size: 18px;\">Dawid Detko<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 16px;\">\r\n                                    Data Science Architect & Team Leader, Predica                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n                                    <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single vc_custom_1508929064374\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dr-hab-piotr-gawrysiak\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/gawrzsiakk.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/gawrzsiakk.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/gawrzsiakk-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dr-hab-piotr-gawrysiak\/\" style=\"color: #e25396; font-size: 18px;\">dr hab. Piotr Gawrysiak<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 16px;\">\r\n                                    Chief Data Scientist w mBank SA, profesor w Instytucie Informatyki Politechniki Warszawskiej                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n                                    <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single vc_custom_1510569567596\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/konrad-pabianczyk\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"200\" height=\"200\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/11\/pabianczyk.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/11\/pabianczyk.jpg 200w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/11\/pabianczyk-150x150.jpg 150w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/konrad-pabianczyk\/\" style=\"color: #e25396; font-size: 18px;\">Konrad Pabia\u0144czyk<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 16px;\">\r\n                                    Key Account Manager, Appsilon Data Science                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n                                    <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single vc_custom_1508929097547\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/arkadiusz-zareba\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/bez-nazwy-2.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/bez-nazwy-2.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/bez-nazwy-2-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/arkadiusz-zareba\/\" style=\"color: #e25396; font-size: 18px;\">Arkadiusz Ziemba<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 16px;\">\r\n                                    Founder of Statconsulting, CEO & Member of the Supervisory Board at Algolytics                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n                        <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>10.40 - 11.00<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-coffee\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p>Przerwa kawowa<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [vc_separator][\/vc_column][\/vc_row][vc_row el_id=&#8221;tutoriale&#8221;][vc_column][vc_column_text css=&#8221;.vc_custom_1505201673024{margin-left: px !important;}&#8221;]\n<h2 style=\"text-align: center\"><span style=\"color: #e91b2c\"><strong><span style=\"color: #e25396\">SESJA WARSZTATOWA<\/span><br \/>\n<\/strong><\/span><\/h2>\n[\/vc_column_text][vc_column_text css=&#8221;.vc_custom_1508964357023{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]Dalsza cz\u0119\u015b\u0107 konferencji toczy si\u0119 w ramach 5 r\u00f3wnoleg\u0142ych \u015bcie\u017cek, w kt\u00f3rych odbywaj\u0105 si\u0119 p\u00f3\u0142tora i dwugodzinne tutoriale. Ka\u017cdy z uczestnik\u00f3w b\u0119dzie m\u00f3g\u0142 wybra\u0107 interesuj\u0105ce go tematy, tworz\u0105c swoj\u0105 indywidualna agend\u0119. Zapisy odb\u0119d\u0105 si\u0119 w formie ankiety online, kt\u00f3r\u0105 ka\u017cdy z uczestnik\u00f3w otrzyma bezpo\u015brednio po rejestracji na konferencj\u0119.[\/vc_column_text][vc_separator][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/6&#8243;]            <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>11.00 - 12.30<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-cogs\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p><\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238271800{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala GALAXY I<\/p>\n[\/vc_column_text]<a href=\"https:\/\/mlforum.pl\/agenda-2017\/#wyklad1\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-8955\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-8955 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Budowa system\u00f3w rekomendacyjnych - wykorzystanie Azure Machine Learning<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-4569\"  data-ultimate-target='#info_table_features_wrap-4569.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Dawid Detko, Predica<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238327136{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala ATLANTIS<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad8\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-3199\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-3199 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Deep learning w sieciach spo\u0142eczno\u015bciowych - jak przewidywa\u0107 popularno\u015b\u0107 film\u00f3w w internecie?<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-6416\"  data-ultimate-target='#info_table_features_wrap-6416.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Adam Bielski i Tomasz Trzci\u0144ski, Tooploox<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238392035{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala GALAXY II<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad11\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-5710\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-5710 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Wprowadzenie do R w kontek\u015bcie Machine Learning<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-3214\"  data-ultimate-target='#info_table_features_wrap-3214.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Marta Sommer, Agora<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238416651{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala CHALLANGER<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad14\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-6181\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-6181 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Wprowadzenie do Pythona w kontek\u015bcie Machine Learning<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-6574\"  data-ultimate-target='#info_table_features_wrap-6574.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Katarzyna Pakulska, Findwise AB<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238446082{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala VEGA<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad13\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-1802\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-1802 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Bots! Bots! Bots are everywhere!<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-3483\"  data-ultimate-target='#info_table_features_wrap-3483.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: dr Karol Przystalski, Codete<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][\/vc_row][vc_row][vc_column][vc_separator]            <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>12.30 - 12.45<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-coffee\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p>Przerwa techniczna<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [vc_separator][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/6&#8243;]            <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>12.45 - 14.15<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-cogs\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p><\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [vc_column_text]\n[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238271800{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala GALAXY I<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad2\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-6027\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-6027 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Przyk\u0142ady zastosowania uczenia maszynowego do rozwi\u0105zania konkretnych problem\u00f3w biznesowych<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-4884\"  data-ultimate-target='#info_table_features_wrap-4884.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Micha\u0142 Kudelski, SAS Institute<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238327136{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala ATLANTIS<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad4\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-3725\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-3725 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Wprowadzenie do tematyki Deep Learning<\/h5><h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-3725 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">(Tutorial b\u0119dzie powt\u00f3rzony o godz. 15:00-16:30)<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-5625\"  data-ultimate-target='#info_table_features_wrap-5625.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Vladimir Alekseichenko, GE Healtcare<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238392035{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala GALAXY II<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad7\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-4077\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-4077 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Analiza danych klient\u00f3w z wykorzystaniem algorytm\u00f3w uczenia maszynowego w celu zaplanowania skutecznej kampanii marketingowej<\/h5><h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-4077 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">cz. I<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-9956\"  data-ultimate-target='#info_table_features_wrap-9956.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Grzegorz Gwardys i\u00a0Krzysztof Gwardys, Promity<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238416651{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala CHALLANGER<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad10\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-7584\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-7584 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Przetwarzanie j\u0119zyka naturalnego w teorii i praktyce<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-9035\"  data-ultimate-target='#info_table_features_wrap-9035.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Barbara Rychalska, Findwise<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238446082{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala VEGA<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad12\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-1663\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-1663 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Zarz\u0105dzanie projektami Machine Learning o du\u017cej skali w R z wykorzystaniem R Suite<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-2658\"  data-ultimate-target='#info_table_features_wrap-2658.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Wit Jakuczun, WLOG Solution<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][\/vc_row][vc_row][vc_column][vc_separator]            <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>14.15 - 15.00<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-cutlery\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p>Obiad<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [vc_separator][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/6&#8243;]            <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>15.00 - 16.30<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-cogs\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p><\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238271800{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala GALAXY I<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad9\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-1904\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-1904 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Interpretacja danych i modeli uczenia maszynowego<\/h5><h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-1904 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">(Tutorial b\u0119dzie powt\u00f3rziny o godz. 16:45-18:15)<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-1468\"  data-ultimate-target='#info_table_features_wrap-1468.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Damian Mirecki, IDENTT<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238327136{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala ATLANTIS<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad4\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-6307\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-6307 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Wprowadzenie do tematyki Deep Learning<\/h5><h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-6307 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">(Tutorial powt\u00f3rziny z godz. 12:45-14:15)<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-3709\"  data-ultimate-target='#info_table_features_wrap-3709.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Vladimir Alekseichenko, GE Healtcare<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238392035{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala GALAXY II<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad7\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-4465\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-4465 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Analiza danych klient\u00f3w z wykorzystaniem algorytm\u00f3w uczenia maszynowego w celu zaplanowania skutecznej kampanii marketingowej<\/h5><h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-4465 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">cz. II<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-1041\"  data-ultimate-target='#info_table_features_wrap-1041.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Grzegorz Gwardys i\u00a0Krzysztof Gwardys, Promity<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238416651{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala CHALLANGER<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad6\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-8638\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-8638 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Od p\u0142ytkiej do g\u0142\u0119bokiej sieci w Tensorflow - sieci nauronowe i rozpoznawanie obraz\u00f3w<\/h5><h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-8638 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">(Tutorial b\u0119dzie powt\u00f3rzony o godz. 16:45-18:15)<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-1961\"  data-ultimate-target='#info_table_features_wrap-1961.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: dr Krzysztof Sopy\u0142a, Ermlab.com \/PLON.io<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238446082{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala VEGA<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad15\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-5618\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-5618 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Deep Learning na przyk\u0142adach konkretnych zastosowa\u0144 i technologii<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-8191\"  data-ultimate-target='#info_table_features_wrap-8191.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: \u0141ukasz Grala, Architekt danych TIDK &#8211; Data Scientist as a Service, oraz Politechnika Pozna\u0144ska<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][\/vc_row][vc_row][vc_column][vc_separator]            <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>16.30 - 16.45<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-coffee\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p>Przerwa techniczna<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [vc_separator][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/6&#8243;]            <div class=\"vc_col-sm-12 eatnet-vc-agenda-box-list\">\r\n                <div class=\"vc_col-sm-2 eatnet-vc-agenda-box-hour-container\" style=\"background-color: #1e73be;\">\r\n                    <div class=\"eatnet-vc-agenda-box-hour eatnet-vc-agenda-box-hour-md\" style=\"color: #ffffff;\">\r\n                        <p>16.45 - 18.15<\/p>\r\n                    <\/div>\r\n                <\/div>\r\n                \r\n                <div class=\"vc_col-sm-9 eatnet-vc-agenda-box-title-container\">\r\n                    \r\n                    <div class=\"vc_icon_element eatnet_vc_icon_element-outer vc_icon_element-align-left vc_icon_element-have-style\">\r\n                        <div\r\n                                class=\"vc_icon_element-inner vc_icon_element-color-custom vc_icon_element-have-style-inner vc_icon_element-size-md vc_icon_element-style-None vc_icon_element-background vc_icon_element-background-color-\"><span\r\n                                        class=\"vc_icon_element-icon fa fa-cogs\" style=\"color:#156dab !important\"><\/span><\/div>\r\n                <\/div>\r\n                    \r\n                    <div class=\"eatnet-vc-agenda-box-title eatnet-vc-agenda-box-title-md\">\r\n                        <p><\/p>\r\n                    <\/div>\r\n                <\/div>\r\n            <\/div>\r\n            \r\n            \r\n            \r\n            \r\n            [\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238271800{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala GALAXY I<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad9\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-1397\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-1397 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Interpretacja danych i modeli uczenia maszynowego<\/h5><h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-1397 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">(Tutorial powt\u00f3rziny z godz. 15:30-16:30)<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-3368\"  data-ultimate-target='#info_table_features_wrap-3368.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Damian Mirecki, IDENTT<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238327136{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala ATLANTIS<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad3\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-7001\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-7001 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Transfer Learning<\/h5><h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-7001 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">(dla \u015bredniozaawansowanych)<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-4606\"  data-ultimate-target='#info_table_features_wrap-4606.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Vladimir Alekseichenko, GE Healtcare<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238392035{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala GALAXY II<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad5\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-6023\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-6023 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Sztuczna Inteligencja w Chmurze Obliczeniowej<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-7133\"  data-ultimate-target='#info_table_features_wrap-7133.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: Tomasz Stachlewski, Amazon Web Services<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238416651{background-color: #dd6c9d !important;}&#8221;]\n<p style=\"text-align: center\">sala CHALLANGER<\/p>\n[\/vc_column_text]<a href=\"http:\/\/mlforum.pl\/agenda-2017\/#wyklad6\"  class=\"ult_price_action_button\" style=\"\"><div class=\"ult_pricing_table_wrap ult_info_table ult_design_2  ult-cs-blue \">\r\n\t\t\t\t\t<div class=\"ult_pricing_table \" style=\" \"><div id=\"Info-table-wrap-6136\" class=\"ult_pricing_heading\" style=\"\">\r\n\t\t\t\t\t\t\t<h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-6136 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">Od p\u0142ytkiej do g\u0142\u0119bokiej sieci w Tensorflow - sieci nauronowe i rozpoznawanie obraz\u00f3w<\/h5><h5 class=\"ult-responsive\"  data-ultimate-target='#Info-table-wrap-6136 h5'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  style=\"font-weight:normal;\">(Tutorial powt\u00f3rzony z godz. 15:00-16:30)<\/h5><\/div><!--ult_pricing_heading--><div class=\"ult_price_body_block\">\r\n\t\t\t\t\t\t\t<div class=\"ult_price_body\">\r\n\t\t\t\t\t\t\t\t<div class=\"ult_price\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"ult-just-icon-wrapper  \"><div class=\"align-icon\" style=\"text-align:center;\">\n<div class=\"aio-icon none \"  style=\"color:#333333;font-size:32px;display:inline-block;\">\n\t<i class=\"Defaults-list-ul\"><\/i>\n<\/div><\/div><\/div>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<\/div><!--ult_price_body_block--><div id=\"info_table_features_wrap-4283\"  data-ultimate-target='#info_table_features_wrap-4283.ult_price_features'  data-responsive-json-new='{\"font-size\":\"\",\"line-height\":\"\"}'  class=\"ult-responsive ult_price_features\" style=\"font-weight:normal;\">\r\n\t\t\t\t\t\t\t<p>Prowadz\u0105cy: dr Krzysztof Sopy\u0142a, Ermlab.com \/PLON.io<\/p>\n\r\n\t\t\t\t\t\t<\/div><!--ult_price_features--><div class=\"ult_clr\"><\/div>\r\n\t\t\t<\/div><!--pricing_table-->\r\n\t\t<\/div><!--pricing_table_wrap--><\/a>[\/vc_column][vc_column width=&#8221;1\/6&#8243;][\/vc_column][\/vc_row][vc_row][vc_column][vc_empty_space height=&#8221;50px&#8221;][\/vc_column][\/vc_row][vc_row][vc_column][vc_tta_tabs][vc_tta_section tab_id=&#8221;wyklad1&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Budowa system\u00f3w rekomendacyjnych &#8211; wykorzystanie Azure Machine Learning<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dawid-detko\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/dawid-detko_300x300.png\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/dawid-detko_300x300.png 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/dawid-detko_300x300-150x150.png 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dawid-detko\/\" style=\"color: #000000; font-size: 24px;\">Dawid Detko<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Data Science Architect & Team Leader, Predica                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Agenda:<\/strong><br \/>\nPrzygotowanie systemu rekomendacyjnego bazuj\u0105cego na rozwi\u0105zaniu Azure Machine Learning. Opr\u00f3cz przygotowania klasycznej analizy koszykowej z wykorzystaniem pakietu arules i algorytmu apriori, zostanie zbudowane rozwi\u0105zanie bazuj\u0105ce na wbudowanym modelue MachBox Recommender. Przygotowany system b\u0119dzie mia\u0142 za zadanie znalezienie zale\u017cno\u015bci i regu\u0142 pomi\u0119dzy<\/p>\n<ul>\n<li>U\u017cytkownikami\u00a0 (u\u017cytkownik A ma podobne preferencje co u\u017cytkownik B)<\/li>\n<li>Przedmiotami\u00a0 (Przedmiot A wyst\u0119puje cz\u0119sto z przedmiotem B)<\/li>\n<li>U\u017cytkownikami w powi\u0105zaniu z przedmiotami (rekomendacja przedmiot\u00f3w dla konkretnych lub nowych u\u017cytkownik\u00f3w)<\/li>\n<\/ul>\n<p>Podczas tutoriala u\u017cytkownik przejdzie drog\u0119 od pozyskania danych transakcyjnych, poprzez oczyszczenie oraz transformacj\u0119 do odpowiedniej formy jako wsad do modeli. Kolejne etapy to proces uczenia, parametryzowania a tak\u017ce testowania modeli. Finaln\u0105 wersj\u0105 wykonanego projektu b\u0119dzie przygotowanie WebService&#8217;u typu Request-Response\u00a0w narz\u0119dziu Azure Machine Learning pozwalaj\u0105cego w prosty spos\u00f3b na odpytywanie modelu z poziomu np. Excela.<\/p>\n<p><strong>S\u0142owa kluczowe:<\/strong><\/p>\n<h4>#Azure, #WebService, #Arules, #Apriori, #R, #MachBox Recommender, #AzureML, #associationRules<\/h4>\n<p><strong>Co uczestnik wyniesie dzi\u0119ki uczestnictwu w tym akurat tutorialu:<\/strong><\/p>\n<ol>\n<li>Poznanie praktycznych metod budowania system\u00f3w rekomendacyjnych<\/li>\n<li>Komercyjna implementacja R<\/li>\n<li>Deployment rozwi\u0105zania w pe\u0142ni bazuj\u0105cego na chmurze publicznej<\/li>\n<li>Zdobycie do\u015bwiadczenia przy wyborze i zbudowaniu rozwi\u0105zania end-end systemu rekomendacyjnego<\/li>\n<li>Eksperckie doradztwo w temacie Azure Machine Learningu oraz System\u00f3w rekomendacyjnych poparte rzeczywistymi wdro\u017ceniami<\/li>\n<\/ol>\n<p><strong>Wymagania, kt\u00f3re powinien spe\u0142nia\u0107 uczestnik, by w pe\u0142ni tutorial wykorzysta\u0107:<\/strong><\/p>\n<ol>\n<li>Znajomo\u015b\u0107 j\u0119zyka R.<\/li>\n<li>Utworzone konto Go\u015bcia w Azure ML<\/li>\n<li>R Studio lub R tools for Visual Studio<\/li>\n<li>Aktualna wersja R<\/li>\n<li>Us\u0142uga AzureML jest cloud based i dost\u0119p do niej odbywa si\u0119 przez przegl\u0105dark\u0119 &#8211; dlatego te\u017c system operacyjny nie ma znaczenia.<\/li>\n<\/ol>\n[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad2&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Przyk\u0142ady zastosowania uczenia maszynowego do rozwi\u0105zania konkretnych problem\u00f3w biznesowych<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/michal-kudelski\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/kudelski_300x300.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/kudelski_300x300.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/kudelski_300x300-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/michal-kudelski\/\" style=\"color: #000000; font-size: 24px;\">Micha\u0142 Kudelski<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Senior Business Solutions Manager, SAS Institute                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Agenda:<\/strong><\/p>\n<ol>\n<li>Przyk\u0142ady kompleksowych wdro\u017ce\u0144\n<ol>\n<li>Real-time marketing (telco)<\/li>\n<li>Fraud analytics (m.in. banki)<\/li>\n<li>IoT \/ Analytics at the Edge (monitorowanie floty ci\u0119\u017car\u00f3wek)<\/li>\n<\/ol>\n<\/li>\n<li>Wybrane aspekty wykorzystania technik ML\n<ol>\n<li>Poprawa dzia\u0142ania modeli analitycznych (gradient boosting, deep learning)<\/li>\n<li>Wykrywanie sekwencji zdarze\u0144 (podej\u015bcie klasyczne vs. rekurencyjne sieci neuronowe)<\/li>\n<\/ol>\n<\/li>\n<li>DEMO platformy analitycznej SAS Viya<\/li>\n<\/ol>\n<p><strong>S\u0142owa kluczowe:<\/strong><\/p>\n<h4>#SAS #Realtime #Fraud #IoT<\/h4>\n<p><strong>Wiedza, kt\u00f3r\u0105 uczestnik wyniesie z udzia\u0142u w tutorialu:<\/strong><\/p>\n<p>&#8211; specyfika wdro\u017ce\u0144 rozwi\u0105za\u0144 z obszaru ML w du\u017cych organizacjach (banki, telco, sektor motoryzacyjny, &#8230;)<\/p>\n<p>&#8211; przyk\u0142ady kompleksowych wdro\u017ce\u0144 platformy analitycznej (kontekst biznesowy, architektura, wykorzystane metody ML)<\/p>\n<p>&#8211; praktyczne przyk\u0142ady zastosowania w biznesie nowoczesnych metod ML, takich jak deep learning<\/p>\n<p>&#8211; spos\u00f3b pracy z danymi w \u015brodowisku SAS z wykorzystaniem nowoczesnego GUI oraz interfejs\u00f3w programistycznych (SAS, Python)<\/p>\n<p>&#8211; nowe i planowane funkcjonalno\u015bci platformy analitycznej SAS<\/p>\n<p><strong>Wymagania wobec uczestnik\u00f3w:<br \/>\n<\/strong>&#8211; ciekawo\u015b\u0107 :-)[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad3&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Transfer Learning<\/h1>\n<h5 style=\"text-align: center\">(dla \u015bredniozaawansowanych)<\/h5>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/vladimir-alekseichenko\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/vladimir-alekseichenko-www.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/vladimir-alekseichenko-www.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/vladimir-alekseichenko-www-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/vladimir-alekseichenko\/\" style=\"color: #000000; font-size: 24px;\">Vladimir Alekseichenko<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    CEO & Founder, DataWorkshop                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Opis:<\/strong><br \/>\nSztuczna inteligencja jest bardzo gor\u0105cy tematem. Je\u017celi zastanowimy si\u0119, to co teraz nazywane jako sztuczna inteligencja zwykle ma na my\u015bl\u0119 Deep Learning. Sam koncept sieci neuronowej pojawi\u0142 tu\u017c po drugiej wojnie \u015bwiatowej. Ale faktycznie g\u0142o\u015bno sta\u0142o si\u0119 w roku 2012. Kiedy Maya spodziewa\u0142y si\u0119 koniec \u015bwiata nast\u0105pi\u0142 du\u017cy prze\u0142om w temacie zwi\u0105zanym z rozpoznawaniem obraz\u00f3w (tak zwany computer vision).<\/p>\n<p>Szkolenie mo\u017cna b\u0119dzie uzna\u0107 za udane, je\u017celi po nim dowiesz jak mo\u017cna adaptowa\u0107 rozwi\u0105zania tak zwanych wielkich graczy do rozwi\u0105zania Twojego problemu. To jest tak zwany Transfer Learning\u2026<\/p>\n<p><strong>Dla kogo:<\/strong><br \/>\n\u25cf\u00a0\u00a0 \u00a0Dla data scientist, programist\u00f3w, statystyk\u00f3w, analityk\u00f3w&#8230;<br \/>\n\u25cf\u00a0\u00a0 \u00a0Dla os\u00f3b kt\u00f3re chc\u0105 zacz\u0105\u0107 u\u017cywa\u0107 uczenia maszynowego w praktyce<br \/>\n\u25cf\u00a0\u00a0 \u00a0Dla os\u00f3b kt\u00f3re preferuj\u0105 przyk\u0142ad poprzez analogi\u0119 ni\u017c matematyczne wzory<\/p>\n<p><strong>S\u0142owa kluczowe:<\/strong><\/p>\n<h4>#deep learning #cnn #transfer learning #resnet50 #vgg16 #inceptionv3 #keras #python<\/h4>\n<p><strong>Wiedza, kt\u00f3r\u0105 uczestnik wyniesie z udzia\u0142u w tutorialu:<\/strong><br \/>\n\u25cf\u00a0\u00a0 \u00a0Poznasz sieci konwolucyjne (z du\u017cym naciskiem na poziomie intuicji)<br \/>\n\u25cf\u00a0\u00a0 \u00a0Metody regularyzacji &#8211; Dropout, BatchNormalization<br \/>\n\u25cf\u00a0\u00a0 \u00a0Poznasz tak zwany zoo architektur (VGG{16,19}, ResNet50, Inception V3)<br \/>\n\u25cf\u00a0\u00a0 \u00a0Poznasz jak mo\u017cna adaptowa\u0107 nauczony model do Twojego zadania<br \/>\n\u25cf\u00a0\u00a0 \u00a0Zrozumiesz co to jest Transfer Learning i na ile to mo\u017ce u\u0142atwi\u0107 \u017cycie<\/p>\n<p><strong>Wymagania wobec uczestnik\u00f3w:<\/strong><br \/>\n\u25cf\u00a0\u00a0 \u00a0Minimalna wiedza oprogramowania (mile widziane python lub podobny j\u0119zyk)<br \/>\n\u25cf\u00a0\u00a0 \u00a0Podstawowa znajomo\u015b\u0107 jupyter, numpy, keras<br \/>\n\u25cf\u00a0\u00a0 \u00a0Podstawowa znajomo\u015b\u0107 koncepcji sieci neuronowych, w szczeg\u00f3lno\u015bci perceptronu wielowarstwowego (MLP)<br \/>\n\u25cf\u00a0\u00a0 \u00a0Minimalne praktyczne do\u015bwiadczenie z sieciami neuronowymi (np. MNIST)[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad4&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Wprowadzenie do tematyki Deep Learning<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/vladimir-alekseichenko\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/vladimir-alekseichenko-www.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/vladimir-alekseichenko-www.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/vladimir-alekseichenko-www-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/vladimir-alekseichenko\/\" style=\"color: #000000; font-size: 24px;\">Vladimir Alekseichenko<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    CEO & Founder, DataWorkshop                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Opis:<br \/>\n<\/strong>Sztuczna inteligencja jest bardzo gor\u0105cy tematem. Je\u017celi zastanowimy si\u0119, to co teraz nazywane jako sztuczna inteligencja zwykle ma na my\u015bl\u0119 Deep Learning. Sam koncept sieci neuronowej pojawi\u0142 tu\u017c po drugiej wojnie \u015bwiatowej. Ale faktycznie g\u0142o\u015bno sta\u0142o si\u0119 w roku 2012, kiedy nast\u0105pi\u0142 du\u017cy prze\u0142om w temacie zwi\u0105zanym z rozpoznawaniem obraz\u00f3w (computer vision).<\/p>\n<p>Szkolenie mo\u017cna b\u0119dzie uzna\u0107 za udane, je\u017celi po nim zrozumiesz (przede wszystkim na poziomie intuicji) co to jest Deep Learning. Jakie znaczenie maj\u0105 tutaj poszczeg\u00f3lne sk\u0142adniki i b\u0119dzie mia\u0142 og\u00f3lne rozumienie, jak to dzia\u0142a pod spodem. W trakcie poka\u017ce rozwi\u0105zanie kilku przyk\u0142adowych problem\u00f3w. Dzi\u0119ki temu szkoleniu mo\u017cna b\u0119dzie przej\u015b\u0107 do bardziej zaawansowanych przypadk\u00f3w u\u017cycia Deep Learning.<\/p>\n<p><strong>S\u0142owa kluczowe:<\/strong><\/p>\n<h4>#deep learning #neural networks #mlp #computer vision #keras #python<\/h4>\n<p><strong>Dla kogo ta sesja b\u0119dzie najbardziej warto\u015bciowa:<\/strong><br \/>\n\u25cf\u00a0\u00a0 \u00a0Dla programist\u00f3w, statystyk\u00f3w, analityk\u00f3w&#8230;<br \/>\n\u25cf\u00a0\u00a0 \u00a0Dla os\u00f3b kt\u00f3re chc\u0105 zacz\u0105\u0107 u\u017cywa\u0107 uczenia maszynowego w praktyce<br \/>\n\u25cf\u00a0\u00a0 \u00a0Dla os\u00f3b kt\u00f3re preferuj\u0105 przyk\u0142ad poprzez analogi\u0119 ni\u017c matematyczne wzory<\/p>\n<p><strong>Wiedza, kt\u00f3r\u0105 uczestnik wyniesie w udzia\u0142u:<\/strong><br \/>\n\u25cf\u00a0\u00a0 \u00a0\u015arodowisko (jupyter) oraz potrzebn\u0119 biblioteki (numpy, keras, pandas&#8230;)<br \/>\n\u25cf\u00a0\u00a0 \u00a0Poznasz perceptron wielowarstwowy (MLP)<br \/>\n\u25cf\u00a0\u00a0 \u00a0Poznasz komponenty sieci neuronowej (np. funkcj\u0119 aktywacji RELU i inne)<br \/>\n\u25cf\u00a0\u00a0 \u00a0Przygotujesz swoj\u0105 pierwsz\u0105 sie\u0107 neuronow\u0105<br \/>\n\u25cf\u00a0\u00a0 \u00a0Nauczysz si\u0119 rozpoznawa\u0107 liczby r\u0119cznie pisane MNIST (ponad 90% precyzji)<\/p>\n<p><strong>Wymagania wobec uczestnik\u00f3w:<\/strong><br \/>\n\u25cf\u00a0\u00a0 \u00a0Minimalna wiedza oprogramowania (mile widziane python lub podobny j\u0119zyk)<br \/>\n\u25cf\u00a0\u00a0 \u00a0\u015acis\u0142y umys\u0142<br \/>\n\u25cf\u00a0\u00a0 \u00a0Bycie gotowym na dawk\u0119 informacji[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad5&#8243;][vc_row_inner][vc_column_inner][vc_column_text]\n<h1 style=\"text-align: center\">Sztuczna Inteligencja w Chmurze Obliczeniowej<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/tomasz-stachlewski\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"200\" height=\"200\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/stachlewski.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/stachlewski.jpg 200w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/stachlewski-150x150.jpg 150w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/tomasz-stachlewski\/\" style=\"color: #000000; font-size: 24px;\">Tomasz Stachlewski<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Senior Solution Architect, Amazon Web Services                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Opis:<br \/>\n<\/strong>Podczas sesji skupimy si\u0119 na przedstawieniu trzech p\u0142aszczyzn wykorzystania AI:<\/p>\n<p>Silnik\u00f3w AI \u2013 podczas tego fragmentu om\u00f3wione zostan\u0105 zalety i wady wykorzystania takich rozwi\u0105za\u0144 jak TensorFlow, Apache MXNet, itp., czyli rozwi\u0105zaniami daj\u0105cymi najwi\u0119ksze mo\u017cliwo\u015bci ale te\u017c wymagaj\u0105cymi najwi\u0119kszej wiedzy od os\u00f3b, pragn\u0105cych je wykorzysta\u0107. Opiszemy r\u00f3wnie\u017c powody, czemu chmura jest tak cz\u0119sto wykorzystywana do implementacji tych rozwi\u0105za\u0144<br \/>\nPlatformy AI \u2013 ten fragment skupi si\u0119 na nauczaniu maszynowym (ML) i sposobach wykorzystania ML w w\u0142asnych aplikacjach. Ta cz\u0119\u015b\u0107 sesji b\u0119dzie dodatkowo rozbudowana o cz\u0119\u015b\u0107 warsztatow\u0105, podczas kt\u00f3rej uczestnicy wykorzystaj\u0105 us\u0142ugi chmurowe ML aby zbudowa\u0107 na podstawie danych testowych modele rekomendacyjne, kt\u00f3re w kolejnym kroku b\u0119d\u0105 wykorzystywane do np. predykcji zachowa\u0144 klient\u00f3w w przysz\u0142o\u015bci.<br \/>\nUs\u0142ugi AI \u2013 ostatni fragment sesji skupi si\u0119 na przyk\u0142adach us\u0142ug dostarczanych przez chmur\u0119, kt\u00f3re maj\u0105 za zadania rozwi\u0105za\u0107 konkretne problemy techniczno-biznesowe, kt\u00f3rych realizacja wymaga wykorzystania sztucznej inteligencji. Ten fragment sesji r\u00f3wnie\u017c zostanie rozbudowany o cz\u0119\u015b\u0107 warsztatow\u0105 podczas kt\u00f3rej uczestnicy przetestuj\u0105 takie us\u0142ugi wykorzystuj\u0105ce sztuczn\u0105 inteligencj\u0119 jak text-to-speech, analiza obraz\u00f3w czy te\u017c budowanie tzw. chatbot\u00f3w.<\/p>\n<p><strong>S\u0142owa klucze:<\/strong><\/p>\n<h4>#Chmura Publiczna #AWS #Amazon Web Services #Text-To-Speech #ML #analiza obraz\u00f3w #Chatbot<\/h4>\n<p><strong>Wymagania wobec uczestnik\u00f3w:<\/strong><br \/>\nPodczas warsztat\u00f3w uczestnicy b\u0119d\u0105 mieli mo\u017cliwo\u015bci przetestowania niekt\u00f3rych funkcjonalno\u015bci sztucznej inteligencji w chmurze AWS \u2013 w tym celu wskazane jest przyniesienia na warsztaty w\u0142asnego laptopa. Osoby bez laptop\u00f3w mog\u0105 r\u00f3wnie\u017c uczestniczy\u0107 w warsztatach, jednak b\u0119d\u0105 musia\u0142y ograniczy\u0107 sw\u00f3j udzia\u0142 do obserwowania i dyskusji.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad6&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Od p\u0142ytkiej do g\u0142\u0119bokiej sieci w Tensorflow<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dr-krzysztof-sopyla\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/krzysztof-sopyla_300x300.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/krzysztof-sopyla_300x300.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/krzysztof-sopyla_300x300-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dr-krzysztof-sopyla\/\" style=\"color: #000000; font-size: 24px;\">dr Krzysztof Sopy\u0142a<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    CEO of Ermlab.com, Co-founder of PLON.io (data science sandbox)                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Opis:<\/strong><\/p>\n<p>1. Wprowadzenie<\/p>\n<ul>\n<li>Co potrafi\u0105 nowoczesne sieci neuronowe?<\/li>\n<li>Jakie zadania mo\u017cemy skutecznie i praktycznie rozwi\u0105zywa\u0107<\/li>\n<\/ul>\n<p>2. Deep learning &#8211; Co si\u0119 z\u0142o\u017cy\u0142o na rekonesans sieci neuronowych<\/p>\n<ul>\n<li>Problem vanishing gradient<\/li>\n<li>Funkcje aktywacji<\/li>\n<li>Sposoby aktywacji sieci<\/li>\n<li>Dane oraz moc obliczeniowa<\/li>\n<\/ul>\n<p>3. Tensorflow &#8211; opis biblioteki i filozofia pracy<br \/>\n4. Przyk\u0142ad 1 &#8211; budujemy jednowarstwow\u0105 sie\u0107 neuronow\u0105 w TF<br \/>\n5. Przyk\u0142ad 2 &#8211; dok\u0142adany kolejne warstwy, 5 warstwowa sie\u0107 neuronowa w TF<br \/>\n6. Sie\u0107 konwolucyjna &#8211; intuicja i g\u0142\u00f3wne idee<br \/>\n7. Przyk\u0142ad 3 &#8211; budujemy 5 wasrstwow\u0105 sie\u0107 konwolucyjn\u0105<br \/>\n8. Przyk\u0142ady b\u0119d\u0105 tworzone online IDE https:\/\/plon.io<\/p>\n<p><strong>S\u0142owa klucze:<\/strong><\/p>\n<h4>#neural network #sie\u0107 neuronowa #sie\u0107 konwolucyjna #Tensorflow #Python<\/h4>\n<p><strong>Wiedza, kt\u00f3r\u0105 uczestnik wyniesie z udzia\u0142u w tutorialu:<\/strong><br \/>\n\u25cf\u00a0\u00a0 \u00a0umiej\u0119tno\u015b\u0107 budowania sieci neuronowych w Tensorflow<br \/>\n\u25cf\u00a0\u00a0 \u00a0znajomo\u015b\u0107 podstawowych funkcji aktywacji oraz wykorzystywanych algorytm\u00f3w optymalizacji<br \/>\n\u25cf\u00a0\u00a0 \u00a0zrozumienie zasady dzia\u0142ania sieci konwolucyjnych<\/p>\n<p><strong>Wymagania wobec uczestnik\u00f3w:<\/strong><br \/>\nUczestnicy powinni posiada\u0107 podstawowe umiej\u0119tno\u015bci w zakresie programowania w Pythonie.[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad7&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Analiza danych klient\u00f3w z wykorzystaniem algorytm\u00f3w uczenia maszynowego w celu zaplanowania skutecznej kampanii marketingowej<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/krzysztof-gwardys\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"200\" height=\"200\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/gwardys_krzysztof.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/gwardys_krzysztof.jpg 200w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/gwardys_krzysztof-150x150.jpg 150w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/krzysztof-gwardys\/\" style=\"color: #000000; font-size: 24px;\">Krzysztof Gwardys<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    prezes Zarz\u0105du, Promity                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n                                    <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/grzegorz-gwardys\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"308\" height=\"308\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/gwardys_grzegorz.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/gwardys_grzegorz.jpg 308w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/gwardys_grzegorz-150x150.jpg 150w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/gwardys_grzegorz-300x300.jpg 300w\" sizes=\"(max-width: 308px) 100vw, 308px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/grzegorz-gwardys\/\" style=\"color: #000000; font-size: 24px;\">Grzegorz Gwardys<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Developer i Researcher, Promity                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Agenda:<\/strong><br \/>\n1.\u00a0\u00a0 \u00a0Wprowadzenie merytoryczne \u2013 wprowadzenie do algorytm\u00f3w uczenia maszynowego stosowanych w ramach warsztatu. Om\u00f3wienie przyk\u0142adowego zbioru danych klienckich i procesu ich przetwarzania.<br \/>\n2.\u00a0\u00a0 \u00a0Implementacja z wykorzystaniem narz\u0105dzi Talend\u00a0 (demo) \u2013 pokaz mo\u017cliwo\u015b\u0107 wdro\u017cenia algorytm\u00f3w w \u015brodowisku Big Data (Cloudera + Spark) z wykorzystaniem narz\u0119dzia Talend Big Data Realtime.<br \/>\n3.\u00a0\u00a0 \u00a0Implementacja w\u0142asna (kodowanie) &#8211; przeprowadzenie treningu modelu z wykorzystaniem \u015brodowiska Jupyter Notebook . Testy i ewaluacja opracowanego modelu.<\/p>\n<p><strong>S\u0142owa kluczowe:<\/strong><\/p>\n<h4>#Talend Big Data Realtime #Jupyter Notebook #Spark ML #Cloudera<\/h4>\n<p><strong>Wiedza, kt\u00f3r\u0105 uczestnik wyniesie z udzia\u0142u w tutorialu:<\/strong><br \/>\n\u2022\u00a0\u00a0 \u00a0podstawow\u0105 wiedz\u0119 na temat algorytm\u00f3w uczenia maszynowego\u00a0 (ML)<br \/>\n\u2022\u00a0\u00a0 \u00a0proces budowy rozwi\u0105za\u0144 wykorzystuj\u0105cych algorytmy ML<br \/>\n\u2022\u00a0\u00a0 \u00a0podstawow\u0105 znajomo\u015b\u0107 biblioteki uczenia maszynowego wykorzystywanej w Spark (ML lib)<br \/>\n\u2022\u00a0\u00a0 \u00a0spos\u00f3b budowy rozwi\u0105za\u0144 produkcyjnych klasy Big Data z wykorzystaniem narz\u0119dzi firmy Talend<\/p>\n<p><strong>Wymagania wobec uczestnik\u00f3w:<\/strong><br \/>\n\u2022\u00a0\u00a0 \u00a0Podstawy programowania w j\u0119zyku Python<br \/>\n\u2022\u00a0\u00a0 \u00a0Laptop z przegl\u0105dark\u0105<\/p>\n<p><strong>Za\u0142o\u017cenia czasowe:<\/strong><br \/>\nCzas\u00a0 realizacji &#8211; 3 godziny podzielne na dwie cz\u0119\u015bci:<br \/>\n&#8211; Punkt 1 i 2 warsztatu\u00a0 (1.5 godz.)<br \/>\n&#8211; Punkt 3 warsztatu\u00a0 (1.5 godz.)<br \/>\nZalecana acz nie wymagana obecno\u015b\u0107 na ca\u0142o\u015bci warsztat\u00f3w.[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad8&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Deep learning w sieciach spo\u0142eczno\u015bciowych &#8211; jak przewidywa\u0107 popularno\u015b\u0107 film\u00f3w w internecie?<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/adam-bielski\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/bielski_300x300.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/bielski_300x300.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/bielski_300x300-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/adam-bielski\/\" style=\"color: #000000; font-size: 24px;\">Adam Bielski<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Data Scientist, Tooploox                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n                                    <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/tomasz-trzcinski\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/trzcinski_300x300.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/trzcinski_300x300.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/trzcinski_300x300-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/tomasz-trzcinski\/\" style=\"color: #000000; font-size: 24px;\">dr in\u017c. Tomasz Trzci\u0144ski<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Chief Scientist oraz Adiunkt, Tooploox \/ Politechnika Warszawska                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Agenda:<br \/>\n<\/strong>1. Przewidywanie popularno\u015bci a sieci neuronowe &#8211; wprowadzenie w temat analizy tre\u015bci w sieciach spo\u0142eczno\u015bciowych, predykcji ich popularno\u015bci oraz zastosowania w tym kontek\u015bcie algorytm\u00f3w uczenia maszynowego oraz deep learningu<br \/>\n2. Prezentacja rozwi\u0105zania do wyboru najlepszej miniatury filmu w oparciu o konwolucyjne sieci neuronowe<br \/>\n3. Samodzielne kodowanie rozwi\u0105zania do detekcji logotyp\u00f3w w filmach wideo przy u\u017cyciu sieci neuronowych w Pythonie<\/p>\n<p><strong>S\u0142owa klucze:\u00a0<\/strong><\/p>\n<h4>#Keras #Python #ConvNets #SocialMedia #LogotypeDetection #ComputerVision #DeepLearning<\/h4>\n<p><strong>Co uczestnik wyniesie dzi\u0119ki uczestnictwu w tym tutorialu:<\/strong><\/p>\n<ul>\n<li>Wiedz\u0119 na temat praktycznego zastosowania g\u0142\u0119bokich sieci neuronowych w kontek\u015bcie predykcji popularno\u015bci.<\/li>\n<li>Znajomo\u015b\u0107 bibliotek deep\/machine learningowych: keras, scikit-learn.<\/li>\n<li>Umiej\u0119tno\u015b\u0107 wst\u0119pnej selekcji i normalizacji danych (obraz\u00f3w, zdj\u0119\u0107 wideo).<\/li>\n<li>Praktyczn\u0105 wiedz\u0119 na temat tworzenia rozwi\u0105za\u0144 detekcji i klasyfikacji logotyp\u00f3w w obrazach.<\/li>\n<\/ul>\n<p><strong>Wymagania, kt\u00f3re powinien spe\u0142nia\u0107 uczestnik, by w pe\u0142ni tutorial wykorzysta\u0107:<br \/>\n<\/strong>Laptop z zainstalowanym git\u2019em oraz pythonem.[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad9&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Interpretacja danych i modeli uczenia maszynowego<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/damian-mirecki\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"200\" height=\"200\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/mirecki.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/mirecki.jpg 200w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/mirecki-150x150.jpg 150w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/damian-mirecki\/\" style=\"color: #000000; font-size: 24px;\">Damian Mirecki<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Machine Learning Researcher, IDENTT                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Agenda:<\/strong><br \/>\nPrzegl\u0105d wybranych metod interpretacji danych i modeli uczenia maszynowego. Problematyka zwi\u0105zana z interpretacj\u0105 danych i modeli. Teoretyczne podstawy tych technik. Praktyczne demo aspekt\u00f3w interpertacji danych. Tutorial b\u0119dzie prowadzony z wykorzystaniem j\u0119zyka Python oraz bibliotek takich jak sklearn, keras, matplotlib.<\/p>\n<p><strong>S\u0142owa kluczowe:<\/strong><\/p>\n<h4>#computer vision, #modele liniowe, #random forest, #sieci neuronowe, #lime<\/h4>\n<p><strong>Co uczestnik zyska dzi\u0119ki uczestnictwu:<br \/>\n<\/strong>Uczestnik pozna metody wizualizacji danych, pozwalaj\u0105ce (jeszcze przed szczeg\u00f3\u0142ow\u0105 analiz\u0105) dostrzec trendy lub postawi\u0107 wst\u0119pne hipotezy na temat otrzymanych danych. Uczestnik zapozna si\u0119 z metodami pozwalaj\u0105cymi na interpretacj\u0119 prostych, jak i z\u0142o\u017conych modeli uczenia maszynowego.<\/p>\n<p><strong>Wymagania, kt\u00f3re uczestnik powinien spe\u0142ni\u0107, by w pe\u0142ni wykorzysta\u0107 tutorial:<br \/>\n<\/strong>Uczestnik powinien mie\u0107 wiedz\u0119 na temat uczenia maszynowego oraz powinien wykazywa\u0107 si\u0119 znajomo\u015bci\u0105 j\u0119zyka Python. Mile widziana podstawowa znajomo\u015b\u0107 temat\u00f3w z zakresu g\u0142\u0119bokiego uczenia.[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad10&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Przetwarzanie j\u0119zyka naturalnego w teorii i praktyce<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/barbara-rychalska\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"200\" height=\"200\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/rychalska.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/rychalska.jpg 200w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/rychalska-150x150.jpg 150w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/barbara-rychalska\/\" style=\"color: #000000; font-size: 24px;\">Barbara Rychalska<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Lider sekcji Data Science, Findwise                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Agenda:<\/strong><\/p>\n<ul>\n<li>Wprowadzenie\n<ul>\n<li>Przetwarzanie j\u0119zyka naturalnego: dlaczego jest takie trudne?<\/li>\n<\/ul>\n<\/li>\n<li>Podstawowe zagadnienia i problemy przetwarzania j\u0119zyka naturalnego\n<ul>\n<li>Tokenizacja, stemming, lematyzacja<\/li>\n<li>Drzewa parsowania<\/li>\n<li>Analiza sentymentu<\/li>\n<li>Rozpoznawanie nazw w\u0142asnych<\/li>\n<li>Klasyfikacja dokument\u00f3w<\/li>\n<\/ul>\n<\/li>\n<li>Metody uczenia maszynowego u\u017cywane w NLP\n<ul>\n<li>Miara tf-idf<\/li>\n<li>Klasyfikatory<\/li>\n<li>Modele graficzne<\/li>\n<li>Sieci neuronowe<\/li>\n<\/ul>\n<\/li>\n<li>Pythonowe narz\u0119dzia NLP\n<ul>\n<li>Pakiet NLTK<\/li>\n<li>Przyk\u0142ad budowy prostego silnika klasyfikacji dokument\u00f3w<\/li>\n<li>Prezentacja narz\u0119dzi programistycznych w iPython Notebook<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>S\u0142owa kluczowe:<\/strong><\/p>\n<h4>#NLP #przetwarzanie j\u0119zyka naturalnego #rozumienie j\u0119zyka naturalnego #stemming #tokenizacja #lematyzacja #parsowanie #klasyfikacja dokument\u00f3w #analiza sentymentu<\/h4>\n<p><strong>Wiedza, kt\u00f3r\u0105 uczestnik wyniesie z udzia\u0142u w tutorialu:<\/strong><\/p>\n<ul>\n<li>podstawowe zagadnienia przetwarzania j\u0119zyka naturalnego<\/li>\n<li>podstawowe algorytmy uczenia maszynowego stosowane w j\u0119zyku naturalnym<\/li>\n<li>implementacja metod NLP w j\u0119zyku Python<\/li>\n<\/ul>\n<p><strong>Wymagania wobec uczestnik\u00f3w:<\/strong><\/p>\n<p>Uczestnicy powinni posiada\u0107 podstawowe umiej\u0119tno\u015bci w zakresie programowania w Pythonie.[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad11&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Wprowadzenie do R w kontek\u015bcie Machine Learning<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/marta-sommer\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/sommer_300x300.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/sommer_300x300.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/sommer_300x300-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/marta-sommer\/\" style=\"color: #000000; font-size: 24px;\">Marta Sommer<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Data Sciencist, Agora                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Opis:<\/strong><br \/>\nW czasie warsztatu przypomnimy sobie podstawowe zagadnienia z programowania w R w kontek\u015bcie Machine Learningu. Nauczymy si\u0119 m.in. jakie s\u0105 podstawowe typy danych w R (wektory, macierze, ramki danych), jak dzia\u0142aj\u0105 funkcje, \u00a0jak wczytywa\u0107 tabel\u0119 z pliku tekstowego oraz jak robi\u0107 podstawowe operacje na tabelach (filtrowanie, wybieranie kolumn, grupowanie itp.) przy pomocy pakietu dplyr.<\/p>\n<p><strong>S\u0142owa kluczowe:<\/strong><\/p>\n<h4>#dplyr #operacj_ na_tabelach<\/h4>\n<p><strong>Wymagania wobec uczestnika:<\/strong><br \/>\nWarsztat jest skierowany do os\u00f3b, kt\u00f3re nie mia\u0142y jeszcze styczno\u015bci z R lub mia\u0142y bardzo dawno temu i chcia\u0142yby sobie uporz\u0105dkowa\u0107 lub przypomnie\u0107 wiedz\u0119. Zapraszam te\u017c osoby, kt\u00f3re znaj\u0105 R, ale nie mia\u0142y nigdy do czynienia z pakietem dplyr. Posiadanie ze sob\u0105 komputer\u00f3w nie jest konieczne, ale mo\u017cna go mie\u0107 (\u201eje\u015bli kto\u015b lub kodowa\u0107 razem z wyk\u0142adowc\u0105\u201d).[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad12&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Zarz\u0105dzanie projektami Machine Learning o du\u017cej skali w R z wykorzystaniem R Suite<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/wit-jakuczun\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/jakuczun_300x300.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/jakuczun_300x300.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/jakuczun_300x300-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/wit-jakuczun\/\" style=\"color: #000000; font-size: 24px;\">dr Wit Jakuczun<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    CEO, WLOG Solutions                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Agenda:<br \/>\n<\/strong>Machine Learning is not only about algorithms. Machine learning is about value and this can be achieved only after proper deployment of Machine Learning solutions. I will present best practices regarding managing R based ML projects. I will use our open-source tool R Suite (<a href=\"http:\/\/rsuite.io\/\">http:\/\/rsuite.io\/<\/a>). During the workshop I will talk about:<br \/>\n&#8211; project structure<br \/>\n&#8211; development cycle<br \/>\n&#8211; repository management<br \/>\n&#8211; deployment<\/p>\n<p><strong>Co uczestnik zyska dzi\u0119ki udzia\u0142owi<\/strong>:<br \/>\nDuring the workshop you will learn about our best practices (e.g. loggers, version control, etc.) we have developed for 12 years of using R.<\/p>\n<p><strong>Wymagania jakie powinien spe\u0142nia\u0107 uczestnik:<br \/>\n<\/strong>Basic R knowledge.<br \/>\nBasic ML knowledge.<\/p>\n<p><strong>Software installed:<br \/>\n<\/strong><a href=\"https:\/\/www.r-project.org\/\">R in version 4.3.2<br \/>\n<\/a><a href=\"http:\/\/rsuite.io\/RSuite_Download.php\">R Suite (latest)<br \/>\n<\/a><a href=\"https:\/\/www.rstudio.com\/products\/rstudio\/download\/#download\">R Studio Desktop<\/a><\/p>\n<p><strong>Operating system:<\/strong><br \/>\nI will be using Windows 10 and this is recommended but Linux should also work.[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad13&#8243;][vc_column_text]\n<h1 style=\"text-align: center\">Bots! Bots! Bots are everywhere!<\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dr-karol-przystalski\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/przystalski_300x300.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/przystalski_300x300.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/09\/przystalski_300x300-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/dr-karol-przystalski\/\" style=\"color: #000000; font-size: 24px;\">dr Karol Przystalski<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    CTO, Codete                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Opis:<\/strong><br \/>\nDuring the workshop we present\u00a0 different type of bots. We implement three real-world examples of bots that can be used as a basis for your own projects. To warm up we implement a bot for task automatization. The secondary goal is to develop a chatbot for customer service with some NLP basics used. Our main star is\u00a0 Alexa and how to use bots with speech recognition in project management.<\/p>\n<p><strong>S\u0142owa klucze:<\/strong><\/p>\n<h4>#bots #alexa\/siri #natural language processing #speech recognition #pattern recognition #python<\/h4>\n<p><strong>Wiedza, kt\u00f3r\u0105 uczestnik wyniesie z udzia\u0142u w tutorialu:<\/strong><br \/>\n\u25cf\u00a0\u00a0\u00a0 A short overview how to use bots in practice<br \/>\n\u25cf\u00a0\u00a0 \u00a0Practical knowledge about natural language processing, speech recognition and machine learning<br \/>\n\u25cf\u00a0\u00a0 \u00a0Learn how to develop bots<\/p>\n<p><strong>Wymagania wobec uczestnik\u00f3w:<\/strong><br \/>\n\u25cf\u00a0\u00a0 \u00a0Basic Python knowledge<br \/>\n\u25cf\u00a0\u00a0 \u00a0Setup your environment: download docker image and jupyter notebooks &#8211; you need to take your own laptop with Linux or Mac as main OS[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad14&#8243;][vc_column_text]\n<h1 style=\"text-align: center\"><strong>Wprowadzenie do Pythona w kontek\u015bcie Machine Learning<\/strong><\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/katarzyna-pakulska\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/bez-nazwy-3.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/bez-nazwy-3.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/bez-nazwy-3-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/katarzyna-pakulska\/\" style=\"color: #000000; font-size: 24px;\">Katarzyna Pakulska<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    Lider Techniczny sekcji Data Science, Findwise                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Agenda<\/strong>:<\/p>\n<ul>\n<li>Teoria\n<ul>\n<li>Czym jest uczenie maszynowe?<\/li>\n<li>Regresja i\u00a0klasyfikacja<\/li>\n<li>Miary jako\u015bci<\/li>\n<\/ul>\n<\/li>\n<li>Praktyka\n<ul>\n<li>Podstawy NumPy<\/li>\n<li>Podstawy Scikit-learn<\/li>\n<li>Otwarte \u017ar\u00f3d\u0142a danych<\/li>\n<li>Praca z\u00a0danymi z\u00a0u\u017cyciem NumPy i\u00a0Scikit-learn<\/li>\n<li>Przyk\u0142ad pe\u0142nej analizy danych na przyk\u0142adzie regresji liniowej<\/li>\n<\/ul>\n<\/li>\n<li>Metody doboru modelu i\u00a0poprawienia jako\u015bci\n<ul>\n<li>Walidacje<\/li>\n<li>Poszukiwanie parametr\u00f3w<\/li>\n<li>Regularyzacja<\/li>\n<li>Ensemble<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>S\u0142owa klucze<\/strong>:<\/p>\n<h4>#Python #Machine Learning #IPython #Scikit-learn #NumPy<\/h4>\n<p><strong>Co u\u017cytkownik zyska<\/strong>:<br \/>\n&#8211; iPython notebook z pe\u0142nym szkoleniem, mo\u017cliwym do odpalenia na w\u0142asnych laptopach w czasie warsztatu<br \/>\n&#8211; praktyczne wprowadzenie do bibliotek uczenia maszynowego w Pythonie<br \/>\n&#8211; wiele fragment\u00f3w kodu gotowych do indywidualnej kontynuacji nauki<br \/>\n&#8211; wiedz\u0119 o podstawowych metodach poprawy i ewaluacji modeli<\/p>\n<p><strong>Wymagania wobec uczestnika<\/strong>:<\/p>\n<p>&#8211; podstawowa umiej\u0119tno\u015b\u0107 programowania w j\u0119zyku Python<br \/>\n&#8211; mile widziany w\u0142asny komputer ze \u015brodowiskiem Anakondy w celu indywidualnego odpalenia notebooka iPython z \u0107wiczeniami i przyk\u0142adami omawianymi w czasie warsztatu[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad15&#8243;][vc_column_text]\n<h1 style=\"text-align: center\"><strong>Deep Learning na przyk\u0142adach konkretnych zastosowa\u0144 i technologii<\/strong><\/h1>\n<h1 style=\"text-align: center\"><strong>\u00a0<\/strong><\/h1>\n[\/vc_column_text]                        <style>\r\n                            .eatnet-vc-prelegenci-box-list-single .eatnet-vc-prelegenci-img a.eatnet-img-hover:after { background-color: rgba(229,114,20,0.6); }\r\n                        <\/style>\r\n                                        \r\n                   \r\n                    <div class=\"eatnet-vc-prelegenci-box-list eatnet-vc-prelegenci-box-list-single\">\r\n                                            <div class=\"eatnet-vc-prelegenci eatnet-vc-prelegenci-1 vc_col-sm-12\">\r\n                            <div class=\"eatnet-vc-prelegenci-img vc_col-sm-3\">\r\n                                                                                                        <a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/lukasz-grala\/\" class=\"eatnet-img-hover\">\r\n                                    <img width=\"300\" height=\"300\" src=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/bez-nazwy-4.jpg\" class=\"aligncenter wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/bez-nazwy-4.jpg 300w, https:\/\/temp.techrisk.pl\/wp-content\/uploads\/2017\/10\/bez-nazwy-4-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>                                    <\/a>\r\n                                                                                                <\/div>\r\n                            <div class=\"eatnet-vc-prelegenci-info vc_col-sm-9\">\r\n                                                                                                        <h2><a href=\"https:\/\/temp.techrisk.pl\/prelegenci\/lukasz-grala\/\" style=\"color: #000000; font-size: 24px;\">\u0141ukasz Grala<\/a><\/h2>\r\n                                                                                                        \r\n                                <p class=\"eatnet-vc-prelegenci-info-job\" style=\"color: #000000; font-size: 20px;\">\r\n                                    architekt danych, TIDK - Data Scientist as a Service, oraz Politechnika Pozna\u0144ska                                                                    <\/p>\r\n                                                            <\/div>\r\n                        <\/div>\r\n                                            <\/div>    \r\n                    \r\n            \r\n            \r\n            [vc_column_text]<strong>Opis:<\/strong><\/p>\n<p>Wraz ze wzrostem mocy obliczeniowej, oraz dost\u0119pno\u015bci du\u017cej ilo\u015bci danych w tym tekst\u00f3w i obraz\u00f3w bardzo popularne s\u0105 sieci neuronowe, a w szczeg\u00f3lno\u015bci koncepcje uczenia g\u0142\u0119bokiego (z ang. Deep Learning).<\/p>\n<p>Dzi\u0119ki tak zbudowanym modelom maszyny odnosz\u0105 sukces mi\u0119dzy innymi w rozpoznawaniu obraz\u00f3w, przetwarzaniu tekst\u00f3w, pisma, sentymentu. Nie wszyscy zdaj\u0105 sobie spraw\u0119, i\u017c jest mo\u017cliwo\u015b\u0107 prostego zbudowania takiej sieci, albo nawet wykorzystywania w naszych projektach ju\u017c nauczonych modeli Deep Learningowych.<\/p>\n<p><strong>Agenda:<\/strong><\/p>\n<ol>\n<li>Wprowadzenie do Deep Learningu<\/li>\n<li>Dost\u0119pne technologie i farmeworki<\/li>\n<li>Om\u00f3wienie MicrosoftML i Cognitive Toolkit<\/li>\n<li>Tutorial analizy obraz\u00f3w<\/li>\n<li>Tutorial analizy tekstu<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>S\u0142owa kluczowe: <strong>#DeepLearning #ImageRecognition #ComputerVision #TextMining #SentimentAnalysis #KnowledgeDiscovery #R #NeuralNetworks<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Wymagania wobec uczestnika:<\/strong><\/p>\n<ol>\n<li>Analityczne my\u015blenie<\/li>\n<li>Mile widziana umiej\u0119tno\u015b\u0107 programowania (najlepiej j\u0119zyk R lub Python)<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p><strong>Wiedza, kt<\/strong><strong>\u00f3r<\/strong><strong>\u0105 wyniesie uczestnik:<\/strong><\/p>\n<ol>\n<li>Bli\u017csza b\u0119dzie tematyka uczenia maszynowego, sztucznych sieci neuronowych i uczenia g\u0142\u0119bokiego<\/li>\n<li>Poznanie dost\u0119pnych framework\u2019\u00f3w do Deep Learningu<\/li>\n<li>Umiej\u0119tno\u015b\u0107 zbudowania modelu rozpoznaj\u0105cego obrazy czy analizuj\u0105cego teksty<\/li>\n<\/ol>\n[\/vc_column_text][\/vc_tta_section][\/vc_tta_tabs][\/vc_column][\/vc_row][vc_row][vc_column][vc_empty_space height=&#8221;100px&#8221;][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_column_text] Konferencja &#8222;Machine Learning@Enterprise 2017&#8221; odb\u0119dzie si\u0119 w dniu 14 listopada 2017 r. w Airport Hotel Ok\u0119cie przy ul. 17 Stycznia 24 w Warszawie. [\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_single_image image=&#8221;4169&#8243; img_size=&#8221;full&#8221; alignment=&#8221;center&#8221;][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row][vc_row][vc_column][vc_separator][vc_separator][vc_column_text css=&#8221;.vc_custom_1505201205658{margin-left: px !important;}&#8221;] SESJA PLENARNA [\/vc_column_text][vc_column_text css=&#8221;.vc_custom_1508964307335{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]R\u00f3\u017cne rozumienie sztucznej inteligencji (s\u0142aba vs. silna). Powracaj\u0105ce mody (g\u0142\u0119bokie sieci neuronowe). Fenomen skomplikowanych funkcjonalno\u015bci uzyskiwanych za pomoc\u0105 prostych modeli. Kwestie etytczne wi\u0105\u017c\u0105ce si\u0119 z AI. Obecny stan rozwoju i perspektywy zastosowa\u0144 sztucznej inteligencji w obszarze IoT, przemy\u015ble 4.0, smart city, smart living, itd., itp.[\/vc_column_text][vc_column_text css=&#8221;.vc_custom_1508964315378{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]Czy firmy w Polsce zaczynaj\u0105 stosowa\u0107 rozwi\u0105zania uczenia maszynowego i sztucznej inteligencji? Czy jeste\u015bmy w awangardzie czy ariergardzie post\u0119pu? Czy Machine Learning mo\u017ce by\u0107 powodem rzeczywistej innowacji? Kto zajmuje si\u0119 u nas ML i AI? Potencja\u0142 i pochodzenie \u015brodowiska profesjonalist\u00f3w od danych. Dla kogo realizujemy projekty?[\/vc_column_text][vc_column_text css=&#8221;.vc_custom_1508964338795{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]Prowadzenie:[\/vc_column_text][vc_column_text css=&#8221;.vc_custom_1508964349042{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]Udzia\u0142 wezm\u0105 m.in.:[\/vc_column_text][vc_separator][\/vc_column][\/vc_row][vc_row el_id=&#8221;tutoriale&#8221;][vc_column][vc_column_text css=&#8221;.vc_custom_1505201673024{margin-left: px !important;}&#8221;] SESJA WARSZTATOWA [\/vc_column_text][vc_column_text css=&#8221;.vc_custom_1508964357023{margin-left: 140px !important;}&#8221; el_class=&#8221;servit-agenda-content&#8221;]Dalsza cz\u0119\u015b\u0107 konferencji toczy si\u0119 w ramach 5 r\u00f3wnoleg\u0142ych \u015bcie\u017cek, w kt\u00f3rych odbywaj\u0105 si\u0119 p\u00f3\u0142tora i dwugodzinne tutoriale. Ka\u017cdy z uczestnik\u00f3w b\u0119dzie m\u00f3g\u0142 wybra\u0107 interesuj\u0105ce go tematy, tworz\u0105c swoj\u0105 indywidualna agend\u0119. Zapisy odb\u0119d\u0105 si\u0119 w formie ankiety online, kt\u00f3r\u0105 ka\u017cdy z uczestnik\u00f3w otrzyma bezpo\u015brednio po rejestracji na konferencj\u0119.[\/vc_column_text][vc_separator][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/6&#8243;][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238271800{background-color: #dd6c9d !important;}&#8221;] sala GALAXY I [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238327136{background-color: #dd6c9d !important;}&#8221;] sala ATLANTIS [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238392035{background-color: #dd6c9d !important;}&#8221;] sala GALAXY II [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238416651{background-color: #dd6c9d !important;}&#8221;] sala CHALLANGER [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238446082{background-color: #dd6c9d !important;}&#8221;] sala VEGA [\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_separator][vc_separator][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/6&#8243;][vc_column_text] [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238271800{background-color: #dd6c9d !important;}&#8221;] sala GALAXY I [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238327136{background-color: #dd6c9d !important;}&#8221;] sala ATLANTIS [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238392035{background-color: #dd6c9d !important;}&#8221;] sala GALAXY II [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238416651{background-color: #dd6c9d !important;}&#8221;] sala CHALLANGER [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238446082{background-color: #dd6c9d !important;}&#8221;] sala VEGA [\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_separator][vc_separator][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/6&#8243;][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238271800{background-color: #dd6c9d !important;}&#8221;] sala GALAXY I [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238327136{background-color: #dd6c9d !important;}&#8221;] sala ATLANTIS [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238392035{background-color: #dd6c9d !important;}&#8221;] sala GALAXY II [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238416651{background-color: #dd6c9d !important;}&#8221;] sala CHALLANGER [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238446082{background-color: #dd6c9d !important;}&#8221;] sala VEGA [\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_separator][vc_separator][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;1\/6&#8243;][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238271800{background-color: #dd6c9d !important;}&#8221;] sala GALAXY I [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238327136{background-color: #dd6c9d !important;}&#8221;] sala ATLANTIS [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238392035{background-color: #dd6c9d !important;}&#8221;] sala GALAXY II [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][vc_column_text css=&#8221;.vc_custom_1510238416651{background-color: #dd6c9d !important;}&#8221;] sala CHALLANGER [\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][\/vc_column][\/vc_row][vc_row][vc_column][vc_empty_space height=&#8221;50px&#8221;][\/vc_column][\/vc_row][vc_row][vc_column][vc_tta_tabs][vc_tta_section tab_id=&#8221;wyklad1&#8243;][vc_column_text] Budowa system\u00f3w rekomendacyjnych &#8211; wykorzystanie Azure Machine Learning [\/vc_column_text][vc_column_text]Agenda: Przygotowanie systemu rekomendacyjnego bazuj\u0105cego na rozwi\u0105zaniu Azure Machine Learning. Opr\u00f3cz przygotowania klasycznej analizy koszykowej z wykorzystaniem pakietu arules i algorytmu apriori, zostanie zbudowane rozwi\u0105zanie bazuj\u0105ce na wbudowanym modelue MachBox Recommender. Przygotowany system b\u0119dzie mia\u0142 za zadanie znalezienie zale\u017cno\u015bci i regu\u0142 pomi\u0119dzy U\u017cytkownikami\u00a0 (u\u017cytkownik A ma podobne preferencje co u\u017cytkownik B) Przedmiotami\u00a0 (Przedmiot A wyst\u0119puje cz\u0119sto z przedmiotem B) U\u017cytkownikami w powi\u0105zaniu z przedmiotami (rekomendacja przedmiot\u00f3w dla konkretnych lub nowych u\u017cytkownik\u00f3w) Podczas tutoriala u\u017cytkownik przejdzie drog\u0119 od pozyskania danych transakcyjnych, poprzez oczyszczenie oraz transformacj\u0119 do odpowiedniej formy jako wsad do modeli. Kolejne etapy to proces uczenia, parametryzowania a tak\u017ce testowania modeli. Finaln\u0105 wersj\u0105 wykonanego projektu b\u0119dzie przygotowanie WebService&#8217;u typu Request-Response\u00a0w narz\u0119dziu Azure Machine Learning pozwalaj\u0105cego w prosty spos\u00f3b na odpytywanie modelu z poziomu np. Excela. S\u0142owa kluczowe: #Azure, #WebService, #Arules, #Apriori, #R, #MachBox Recommender, #AzureML, #associationRules Co uczestnik wyniesie dzi\u0119ki uczestnictwu w tym akurat tutorialu: Poznanie praktycznych metod budowania system\u00f3w rekomendacyjnych Komercyjna implementacja R Deployment rozwi\u0105zania w pe\u0142ni bazuj\u0105cego na chmurze publicznej Zdobycie do\u015bwiadczenia przy wyborze i zbudowaniu rozwi\u0105zania end-end systemu rekomendacyjnego Eksperckie doradztwo w temacie Azure Machine Learningu oraz System\u00f3w rekomendacyjnych poparte rzeczywistymi wdro\u017ceniami Wymagania, kt\u00f3re powinien spe\u0142nia\u0107 uczestnik, by w pe\u0142ni tutorial wykorzysta\u0107: Znajomo\u015b\u0107 j\u0119zyka R. Utworzone konto Go\u015bcia w Azure ML R Studio lub R tools for Visual Studio Aktualna wersja R Us\u0142uga AzureML jest cloud based i dost\u0119p do niej odbywa si\u0119 przez przegl\u0105dark\u0119 &#8211; dlatego te\u017c system operacyjny nie ma znaczenia. [\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad2&#8243;][vc_column_text] Przyk\u0142ady zastosowania uczenia maszynowego do rozwi\u0105zania konkretnych problem\u00f3w biznesowych [\/vc_column_text][vc_column_text]Agenda: Przyk\u0142ady kompleksowych wdro\u017ce\u0144 Real-time marketing (telco) Fraud analytics (m.in. banki) IoT \/ Analytics at the Edge (monitorowanie floty ci\u0119\u017car\u00f3wek) Wybrane aspekty wykorzystania technik ML Poprawa dzia\u0142ania modeli analitycznych (gradient boosting, deep learning) Wykrywanie sekwencji zdarze\u0144 (podej\u015bcie klasyczne vs. rekurencyjne sieci neuronowe) DEMO platformy analitycznej SAS Viya S\u0142owa kluczowe: #SAS #Realtime #Fraud #IoT Wiedza, kt\u00f3r\u0105 uczestnik wyniesie z udzia\u0142u w tutorialu: &#8211; specyfika wdro\u017ce\u0144 rozwi\u0105za\u0144 z obszaru ML w du\u017cych organizacjach (banki, telco, sektor motoryzacyjny, &#8230;) &#8211; przyk\u0142ady kompleksowych wdro\u017ce\u0144 platformy analitycznej (kontekst biznesowy, architektura, wykorzystane metody ML) &#8211; praktyczne przyk\u0142ady zastosowania w biznesie nowoczesnych metod ML, takich jak deep learning &#8211; spos\u00f3b pracy z danymi w \u015brodowisku SAS z wykorzystaniem nowoczesnego GUI oraz interfejs\u00f3w programistycznych (SAS, Python) &#8211; nowe i planowane funkcjonalno\u015bci platformy analitycznej SAS Wymagania wobec uczestnik\u00f3w: &#8211; ciekawo\u015b\u0107 :-)[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad3&#8243;][vc_column_text] Transfer Learning (dla \u015bredniozaawansowanych) [\/vc_column_text][vc_column_text]Opis: Sztuczna inteligencja jest bardzo gor\u0105cy tematem. Je\u017celi zastanowimy si\u0119, to co teraz nazywane jako sztuczna inteligencja zwykle ma na my\u015bl\u0119 Deep Learning. Sam koncept sieci neuronowej pojawi\u0142 tu\u017c po drugiej wojnie \u015bwiatowej. Ale faktycznie g\u0142o\u015bno sta\u0142o si\u0119 w roku 2012. Kiedy Maya spodziewa\u0142y si\u0119 koniec \u015bwiata nast\u0105pi\u0142 du\u017cy prze\u0142om w temacie zwi\u0105zanym z rozpoznawaniem obraz\u00f3w (tak zwany computer vision). Szkolenie mo\u017cna b\u0119dzie uzna\u0107 za udane, je\u017celi po nim dowiesz jak mo\u017cna adaptowa\u0107 rozwi\u0105zania tak zwanych wielkich graczy do rozwi\u0105zania Twojego problemu. To jest tak zwany Transfer Learning\u2026 Dla kogo: \u25cf\u00a0\u00a0 \u00a0Dla data scientist, programist\u00f3w, statystyk\u00f3w, analityk\u00f3w&#8230; \u25cf\u00a0\u00a0 \u00a0Dla os\u00f3b kt\u00f3re chc\u0105 zacz\u0105\u0107 u\u017cywa\u0107 uczenia maszynowego w praktyce \u25cf\u00a0\u00a0 \u00a0Dla os\u00f3b kt\u00f3re preferuj\u0105 przyk\u0142ad poprzez analogi\u0119 ni\u017c matematyczne wzory S\u0142owa kluczowe: #deep learning #cnn #transfer learning #resnet50 #vgg16 #inceptionv3 #keras #python Wiedza, kt\u00f3r\u0105 uczestnik wyniesie z udzia\u0142u w tutorialu: \u25cf\u00a0\u00a0 \u00a0Poznasz sieci konwolucyjne (z du\u017cym naciskiem na poziomie intuicji) \u25cf\u00a0\u00a0 \u00a0Metody regularyzacji &#8211; Dropout, BatchNormalization \u25cf\u00a0\u00a0 \u00a0Poznasz tak zwany zoo architektur (VGG{16,19}, ResNet50, Inception V3) \u25cf\u00a0\u00a0 \u00a0Poznasz jak mo\u017cna adaptowa\u0107 nauczony model do Twojego zadania \u25cf\u00a0\u00a0 \u00a0Zrozumiesz co to jest Transfer Learning i na ile to mo\u017ce u\u0142atwi\u0107 \u017cycie Wymagania wobec uczestnik\u00f3w: \u25cf\u00a0\u00a0 \u00a0Minimalna wiedza oprogramowania (mile widziane python lub podobny j\u0119zyk) \u25cf\u00a0\u00a0 \u00a0Podstawowa znajomo\u015b\u0107 jupyter, numpy, keras \u25cf\u00a0\u00a0 \u00a0Podstawowa znajomo\u015b\u0107 koncepcji sieci neuronowych, w szczeg\u00f3lno\u015bci perceptronu wielowarstwowego (MLP) \u25cf\u00a0\u00a0 \u00a0Minimalne praktyczne do\u015bwiadczenie z sieciami neuronowymi (np. MNIST)[\/vc_column_text][\/vc_tta_section][vc_tta_section tab_id=&#8221;wyklad4&#8243;][vc_column_text] Wprowadzenie do tematyki Deep Learning [\/vc_column_text][vc_column_text]Opis: Sztuczna inteligencja jest bardzo gor\u0105cy tematem. Je\u017celi zastanowimy si\u0119, to co teraz nazywane jako sztuczna inteligencja zwykle ma na my\u015bl\u0119 Deep Learning. Sam koncept sieci<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/temp.techrisk.pl\/wp-json\/wp\/v2\/pages\/4929"}],"collection":[{"href":"https:\/\/temp.techrisk.pl\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/temp.techrisk.pl\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/temp.techrisk.pl\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/temp.techrisk.pl\/wp-json\/wp\/v2\/comments?post=4929"}],"version-history":[{"count":0,"href":"https:\/\/temp.techrisk.pl\/wp-json\/wp\/v2\/pages\/4929\/revisions"}],"wp:attachment":[{"href":"https:\/\/temp.techrisk.pl\/wp-json\/wp\/v2\/media?parent=4929"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}