{"id":11403,"date":"2021-09-22T09:35:56","date_gmt":"2021-09-22T07:35:56","guid":{"rendered":"https:\/\/infoshareacademy.com\/blog\/?p=11403"},"modified":"2024-08-06T15:21:03","modified_gmt":"2024-08-06T13:21:03","slug":"projekt-kursantow-bootcampu-data-science-asl-translator","status":"publish","type":"post","link":"https:\/\/infoshareacademy.com\/blog\/projekt-kursantow-bootcampu-data-science-asl-translator\/","title":{"rendered":"Projekt kursant\u00f3w bootcampu Data Science: ASL Translator"},"content":{"rendered":"\n<p>Na sukces aplikacji lub us\u0142ugi sk\u0142ada si\u0119 wiele czynnik\u00f3w. Firmy chc\u0105c zwi\u0119kszy\u0107 liczb\u0119 potencjalnych klient\u00f3w, wprowadzaj\u0105 usprawnienia maj\u0105ce u\u0142atwi\u0107 u\u017cytkownikom korzystanie z ich produkt\u00f3w. Coraz wi\u0119cej m\u00f3wi si\u0119 te\u017c o odpowiedzialno\u015bci, jak\u0105 maj\u0105 firmy na otaczaj\u0105c\u0105 nas rzeczywisto\u015b\u0107. <\/p>\n\n\n\n<p><strong>Dost\u0119pno\u015b\u0107 cyfrowa<\/strong> jest jednym z tych czynnik\u00f3w, kt\u00f3re pozytywnie wp\u0142ywaj\u0105 na postrzeganie firmy. Dost\u0119pno\u015b\u0107 cyfrowa to dostosowanie serwis\u00f3w internetowych oraz aplikacji mobilnych dla os\u00f3b z r\u00f3\u017cnymi niepe\u0142nosprawno\u015bciami: wzroku, ruchu, s\u0142uchu czy te\u017c zaburzeniami poznawczymi. W Polsce <strong>obowi\u0105zuje<\/strong> ustawa nakazuj\u0105ca instytucjom publicznym dostosowanie swoich us\u0142ug do kryteri\u00f3w dost\u0119pno\u015bci cyfrowej. Mimo \u017ce ustawa  zobowi\u0105zuje tylko podmioty publiczne, to coraz wi\u0119cej firmy dobrowolnie dostosowuje swoje produkty dla os\u00f3b z niepe\u0142nosprawno\u015bciami, chc\u0105c umo\u017cliwi\u0107 wszystkim korzystanie ze swoich us\u0142ug.<\/p>\n\n\n\n<p>Na bootcampie <a href=\"https:\/\/infoshareacademy.com\/kursy\/zdalny-kurs-data-science\/\">Data Science w infoShare Academy<\/a>, zesp\u00f3\u0142 DataVirus postanowi\u0142 pom\u00f3c firmom w poprawie dost\u0119pno\u015bci swoich produkt\u00f3w i stworzy\u0142 aplikacj\u0119 do t\u0142umaczenia j\u0119zyka migowego w czasie rzeczywistym.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Sk\u0142ad zespo\u0142u<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ma\u0142gorzata Szczypi\u00f3r (<a href=\"https:\/\/github.com\/malgorzata-szczypior\">GitHub<\/a>)<\/li>\n\n\n\n<li>Konrad Grygo (<a href=\"https:\/\/github.com\/konradg92\">GitHub<\/a>)<\/li>\n\n\n\n<li>Bartosz Kulpa (<a href=\"https:\/\/github.com\/bkulpa\">GitHub<\/a>)<\/li>\n\n\n\n<li>Dagmara Bromirska (<a href=\"https:\/\/github.com\/dbromirska\">GitHub<\/a>)<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">J\u0119zyk migowy ASL<\/h2>\n\n\n\n<p>Ameryka\u0144ski j\u0119zyk migowy ASL to <strong>najbardziej popularny j\u0119zyk migowy<\/strong>. Rozpowszechniony w <strong>USA<\/strong> oraz  krajach angloj\u0119zycznych. ASL powsta\u0142 na pocz\u0105tku XIX wieku w <strong>Ameryka\u0144skiej Szkole dla Nies\u0142ysz\u0105cych w West Hartford<\/strong>. Szacuje si\u0119, \u017ce u\u017cytkownikami tego j\u0119zyka w USA jest od <strong>250 000<\/strong> do <strong>500 000<\/strong> os\u00f3b. Nauka j\u0119zyka zajmuje od 6 do 8 miesi\u0119cy.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/kagglesdsdata\/datasets\/3258\/5337\/amer_sign2.png?X-Goog-Algorithm=GOOG4-RSA-SHA256&amp;X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20210911%2Fauto%2Fstorage%2Fgoog4_request&amp;X-Goog-Date=20210911T151152Z&amp;X-Goog-Expires=345599&amp;X-Goog-SignedHeaders=host&amp;X-Goog-Signature=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\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\"><strong>Cel projektu<\/strong><\/h2>\n\n\n\n<p>Celem projektu by\u0142o zbudowanie aplikacji s\u0142u\u017c\u0105cej do t\u0142umaczenia j\u0119zyka migowego w czasie rzeczywistym. Aplikacja stworzona zosta\u0142a na podstawie <strong>modelu sieci neuronowych<\/strong>. Zesp\u00f3l stworzy\u0142 aplikacj\u0119 przy u\u017cyciu frameworka <strong>Flask<\/strong>, kt\u00f3ry na podstawie przekazanego zdj\u0119cia ze znakiem j\u0119zyka migowego pozwala zwr\u00f3ci\u0107 odpowiedni\u0105 predykcj\u0119. Aplikacja ma te\u017c mo\u017cliwo\u015b\u0107 t\u0142umaczenia znak\u00f3w j\u0119zyka migowego z nagra\u0144 wideo. Do stworzenia aplikacji u\u017cyto bibliotek <strong>Keras<\/strong> i <strong>Tensorflow<\/strong>. Dalsze prace nad aplikacj\u0105 pozwoli\u0142by na pe\u0142ne t\u0142umaczenie znak\u00f3w w czasie rzeczywistym. Warto zaznaczy\u0107,\u017ce zesp\u00f3\u0142 uzyska\u0142 bardzo dobr\u0105 skuteczno\u015b\u0107 predykcji.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"948\" height=\"640\" src=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-07-04.png\" alt=\"\" class=\"wp-image-11406\" srcset=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-07-04.png 948w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-07-04-300x203.png 300w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-07-04-768x518.png 768w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-07-04-220x150.png 220w\" sizes=\"auto, (max-width: 948px) 100vw, 948px\" \/><figcaption class=\"wp-element-caption\">Confiusion matrix<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Wykorzystanie aplikacji<\/strong><\/h2>\n\n\n\n<p>Nauka j\u0119zyka migowego ASL zajmuj\u0119 od<strong> 6 do 8 miesi\u0119cy<\/strong>. Jest to swego rodzaju koszt, kt\u00f3ry przedsi\u0119biorca musi ponie\u015b\u0107, aby np. wyszkoli\u0107 swojego pracownika. O ile podmioty publiczne s\u0105 zobligowane do tego, aby umo\u017cliwi\u0107 korzystanie z ich us\u0142ug osobom z niepe\u0142nosprawno\u015bciami, o tyle prywatne firmy, kt\u00f3re nie maj\u0105 takiego obowi\u0105zku, cz\u0119sto rezygnuj\u0105 z tych udogodnie\u0144 z uwagi na koszty. I tu pojawia si\u0119 <strong>aplikacja zespo\u0142u DataVirus, kt\u00f3ra na \u017cywo, w czasie rzeczywistym mog\u0142aby t\u0142umaczy\u0107 j\u0119zyk migowy<\/strong>. <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"906\" height=\"607\" src=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-05-55.png\" alt=\"\" class=\"wp-image-11407\" srcset=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-05-55.png 906w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-05-55-300x201.png 300w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-05-55-768x515.png 768w\" sizes=\"auto, (max-width: 906px) 100vw, 906px\" \/><figcaption class=\"wp-element-caption\">Przygotowanie danych<\/figcaption><\/figure>\n\n\n\n<p>Innym ciekawym zastosowaniem takiej aplikacji mo\u017ce by\u0107 pomoc w nauce j\u0119zyka migowego. Osoba, kt\u00f3ra chcia\u0142aby nauczy\u0107 si\u0119 j\u0119zyka migowego, mog\u0142aby sprawdzi\u0107, czy poprawnie u\u017cywa danych znak\u00f3w. Z j\u0119zyka migowego korzystaj\u0105 nie tylko osoby z niepe\u0142nosprawno\u015bciami, ale tak\u017ce np. \u017co\u0142nierze elitarnych jednostek specjalnych. Nauka takiego j\u0119zyka by\u0142aby znacznie szybsza i prostsza. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Model i zbi\u00f3r<\/strong><\/h2>\n\n\n\n<p>Przy tworzeniu aplikacji zesp\u00f3\u0142 u\u017cy\u0142 bazy dost\u0119pnej w serwisie <strong>Kaggle<\/strong>:<a href=\"https:\/\/www.kaggle.com\/datasets\/datamunge\/sign-language-mnist\"> Sign Language MNIST.<\/a> Zbi\u00f3r by\u0142 bez warto\u015bci pustych. Pojedynczy gest to obrazek zawieraj\u0105cy <strong>784<\/strong> piksele (28&#215;28). Zbi\u00f3r treningowy zawiera\u0142 <strong>27 000<\/strong> obserwacji, podczas gdy testowy to <strong>7 000 <\/strong>rekord\u00f3w (ok. 21% wszystkich obserwacji).<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"624\" src=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-06-37-1024x624.png\" alt=\"\" class=\"wp-image-11408\" srcset=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-06-37-1024x624.png 1024w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-06-37-300x183.png 300w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-06-37-768x468.png 768w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2021\/09\/Screenshot-from-2021-09-13-13-06-37.png 1116w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Model przygotowany przez zesp\u00f3\u0142 mia\u0142 skuteczno\u015b\u0107 97%.<\/figcaption><\/figure>\n\n\n\n<p>Na pierwszym etapie tworzenia aplikacji zesp\u00f3\u0142 przeprowadzi\u0142 normalizacji danych oraz wizualizacj\u0119 wybranych liter alfabetu za pomoc\u0105 j\u0119zyka <strong>ASL<\/strong>. Zesp\u00f3\u0142 przygotowa\u0142 odpowiednio wszystkie dane, kt\u00f3re mia\u0142y by\u0107 u\u017cyte na p\u00f3\u017aniejszym etapie przy tworzeniu modelu. Model powsta\u0142 w oparciu o <strong>konwolucyjne sieci neuronowe<\/strong> (CNN). Wykorzystano m.in.: <strong>Max Pool, Dropout<\/strong> i funkcj\u0119 aktywacji <strong>ReLu<\/strong> oraz <strong>SoftMax<\/strong>. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Skuteczno\u015b\u0107 modelu<\/h3>\n\n\n\n<p><strong>Model przygotowany przez zesp\u00f3\u0142 mia\u0142 skuteczno\u015b\u0107 97%<\/strong>. Model \u015bwietnie sobie radzi ze znakami na jednolitym tle, ale tak\u017ce na tych gdzie ma utrudnione zadanie przez bardziej szczeg\u00f3\u0142owe otoczenie.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Zobacz aplikacj\u0119 w akcji<\/h2>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Projekt kursant\u00f3w bootcampu Data Science: ASL Translator\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/-JCe6RQoLE8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/infoshareacademy.com\/kurs\/kurs-data-science-weekendowy\/\" target=\"_blank\" rel=\"noreferrer noopener\">Kurs weekendowy Data Science w infoShare Academy<\/a><\/h2>\n\n\n\n<p>Dane sta\u0142y si\u0119 prawdziw\u0105 walut\u0105 w dzisiejszych czasach. Firmy odkry\u0142y mo\u017cliwo\u015bci, jakie p\u0142yn\u0105 ze zbierania danych. Mocniejsze i ta\u0144sze komputery sprawiaj\u0105, \u017ce Data Science jest dost\u0119pna dla coraz mniejszych firm, co przek\u0142ada si\u0119 na wzrost zapotrzebowania na specjalist\u00f3w od danych. Je\u015bli chcesz nauczy\u0107 si\u0119 wykorzystywa\u0107 dane i towrzy\u0107 takie aplikacje jak powy\u017cej, to zapisz si\u0119 na bootcamp Data Science.<\/p>\n\n\n\n<p><strong>Dla kogo?<\/strong> Dla os\u00f3b, kt\u00f3re chc\u0105 sprawnie nauczy\u0107 si\u0119 programowania od najlepszych trener\u00f3w-praktyk\u00f3w na rynku i szukaj\u0105 satysfakcji z pracy poprzez posiadania realnego wp\u0142ywu na swoj\u0105 firm\u0119. Podczas intensywnych zaj\u0119\u0107 dowiesz si\u0119 w jaki spos\u00f3b pozyskiwa\u0107, agregowa\u0107 i przetwarza\u0107 dane. Nauczysz si\u0119 wykorzystywa\u0107 Machine Learning.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udc49 <a href=\"https:\/\/infoshareacademy.com\/kurs\/kurs-data-science-weekendowy\/\" target=\"_blank\" rel=\"noreferrer noopener\">Weekendowy bootcamp Data Science<\/a> (przebran\u017cowienie)<\/h3>\n\n\n\n<p><strong>Przeczytaj:<\/strong> <a href=\"https:\/\/infoshareacademy.com\/blog\/2020\/11\/25\/data-science-pasjonujaca-branza-z-wysokimi-zarobkami\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Science \u2013 pasjonuj\u0105ca bran\u017ca z wysokim zarobkami &gt;&gt;<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Co mo\u017cesz robi\u0107 po bootcampie? Poznaj historie naszych absolwent\u00f3w!<\/strong><\/h2>\n\n\n\n<p>\ud83d\udc49 <a href=\"https:\/\/infoshareacademy.com\/blog\/2021\/06\/09\/azymut-na-it-od-kiedy-pracuje-w-branzy-it-czuje-ogromna-satysfakcje\/\">Elektronik\u0119 zamieni\u0142 na programowanie &#8211; historia Jaros\u0142awa Witowskiego<\/a><\/p>\n\n\n\n<p>\ud83d\udc49 <a href=\"https:\/\/infoshareacademy.com\/blog\/2021\/05\/25\/azymut-na-it-absolwentka-rachunkowosci-ktora-zostala-programistka-frontend\/\">Zamiast zarz\u0105dza\u0107 finansami rozwija zagraniczn\u0105 aplikacj\u0119 &#8211; historia Magdy K\u0142opotek<\/a><\/p>\n\n\n\n<p>\ud83d\udc49 <a href=\"https:\/\/infoshareacademy.com\/blog\/2021\/05\/18\/azymut-na-it-jak-zamienic-architekture-wnetrz-na-programowanie\/\">Architektka wn\u0119trz, kt\u00f3ra zosta\u0142a programistk\u0105 &#8211; historia Julii \u0141ojek <\/a><\/p>\n\n\n\n<p>\ud83d\udc49 <a href=\"https:\/\/infoshareacademy.com\/blog\/2021\/05\/07\/azymut-na-it-o-tym-jak-krol-swingowych-parkietow-zostal-programista\/\">Od tancerza do programisty &#8211; historia Wiktora Jagie\u0142\u0142o<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Na sukces aplikacji lub us\u0142ugi sk\u0142ada si\u0119 wiele czynnik\u00f3w. Firmy chc\u0105c zwi\u0119kszy\u0107 liczb\u0119 potencjalnych klient\u00f3w, wprowadzaj\u0105 usprawnienia maj\u0105ce u\u0142atwi\u0107 u\u017cytkownikom korzystanie z ich produkt\u00f3w. Coraz wi\u0119cej m\u00f3wi si\u0119 te\u017c o odpowiedzialno\u015bci, jak\u0105 maj\u0105 firmy na otaczaj\u0105c\u0105 nas rzeczywisto\u015b\u0107. Dost\u0119pno\u015b\u0107 cyfrowa jest jednym z tych czynnik\u00f3w, kt\u00f3re pozytywnie wp\u0142ywaj\u0105 na postrzeganie firmy. Dost\u0119pno\u015b\u0107 cyfrowa to dostosowanie &hellip;<\/p>\n","protected":false},"author":1,"featured_media":11404,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33,222,100],"tags":[110],"class_list":["post-11403","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","category-projekty-data-science","category-projekty-kursantow","tag-projekty-kursantow-ds"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Projekt kursant\u00f3w bootcampu Data Science: ASL Translator<\/title>\n<meta name=\"description\" content=\"Na bootcampie Data Science w infoShare Academy, zesp\u00f3\u0142 DataVirus stworzy\u0142 aplikacj\u0119 do t\u0142umaczenia j\u0119zyka migowego w czasie rzeczywistym!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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