{"id":12178,"date":"2022-04-14T09:50:31","date_gmt":"2022-04-14T07:50:31","guid":{"rendered":"https:\/\/infoshareacademy.com\/blog\/?p=12178"},"modified":"2024-08-06T15:20:36","modified_gmt":"2024-08-06T13:20:36","slug":"projekt-kursantow-bootcampu-data-science-against-malaria","status":"publish","type":"post","link":"https:\/\/infoshareacademy.com\/blog\/projekt-kursantow-bootcampu-data-science-against-malaria\/","title":{"rendered":"Projekt kursant\u00f3w bootcampu Data Science: Against Malaria"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Problem Malarii na \u015awiecie<\/h2>\n\n\n\n<p>Malaria jest tropikaln\u0105 chorob\u0105 paso\u017cytnicz\u0105. Chorob\u0119 t\u0119 wywo\u0142uj\u0105 paso\u017cyty <em>Plasmodium<\/em>, kt\u00f3re s\u0105 przenoszone przez samice komar\u00f3w <em>Anopheles<\/em>. Wed\u0142ug raportu <strong>WHO<\/strong> w 2019 roku odnotowano a\u017c <strong>229 milion\u00f3w przypadk\u00f3w malarii <\/strong>na ca\u0142ym \u015bwiecie. Zmar\u0142o <strong>409 000 os\u00f3b<\/strong>. W samej <strong>Afryce<\/strong> zmar\u0142o w 2020 roku a\u017c <strong>384 000 os\u00f3b<\/strong>. To w\u0142a\u015bnie w Afryce problem ten jest najpowa\u017cniejszy i stanowi wi\u0119kszo\u015b\u0107 przypadk\u00f3w \u015bmiertelnych w\u015br\u00f3d zaka\u017conych. Malaria dotyka przede wszystkim obszar\u00f3w biednych ze s\u0142ab\u0105 rozwini\u0119t\u0105 profilaktyk\u0105 i medycyn\u0105.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"497\" src=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Malaria-graphic-008.jpeg\" alt=\"\" class=\"wp-image-12180\" srcset=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Malaria-graphic-008.jpeg 1000w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Malaria-graphic-008-300x149.jpeg 300w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Malaria-graphic-008-768x382.jpeg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p>Kluczowe w leczeniu malarii jest <strong>podj\u0119cie<\/strong> <strong>odpowiedniego leczenia<\/strong>. Na ca\u0142kowite wyleczenie ma szanse tylko <strong>20% <\/strong>pacjent\u00f3w. Przy niekt\u00f3rych typach trzeba stosowa\u0107 leki tak\u017ce po zako\u0144czeniu leczenia, dlatego niezmiernie istotne jest szybkie zdiagnozowanie choroby.<\/p>\n\n\n\n<p>Podczas <strong><a href=\"https:\/\/infoshareacademy.com\/kurs\/bootcamp-data-science\/\">Bootcampu Data Science od infoShare Academy<\/a><\/strong> zesp\u00f3\u0142 przysz\u0142ych Data Scientist\u00f3w postanowi\u0142 stworzy\u0107 aplikacj\u0119, kt\u00f3ra dzi\u0119ki mog\u0142aby pom\u00f3c w identyfikacji kom\u00f3rek zaka\u017conych. Aplikacja wykrywa chorob\u0119 na podstawie zdj\u0119\u0107 z mikroskopu.<\/p>\n\n\n\n<p>Sk\u0142ad zespo\u0142u:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Mariusz (<a href=\"https:\/\/www.linkedin.com\/in\/mariuszmajdak\/\">LinkedIn<\/a>)<\/li>\n\n\n\n<li>Dorian (<a href=\"https:\/\/www.linkedin.com\/in\/dorian-migon\/\">LinkedIn<\/a>)<\/li>\n\n\n\n<li>Paulina (<a href=\"https:\/\/www.linkedin.com\/in\/paulina-rakowska\/\">LinkedIn<\/a>)<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">Dane<\/h1>\n\n\n\n<p>Do aplikacji zosta\u0142y wykorzystane dane z <strong>Kaggl<\/strong>, kt\u00f3re zawiera\u0142y <strong>1365 obraz\u00f3w<\/strong> (ok. 80 000 kom\u00f3rek). 2 rodzaje kom\u00f3rek zdrowych: Krwinki czerwone i Leukocyty oraz 4 rodzaje kom\u00f3rek zainfekowanych: Gametocyty, Trofozoity, Schizonty i Pier\u015bcionki. Dane by\u0142y niezbalansowane (95% kom\u00f3rek to krwinki czerwone).<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"669\" height=\"800\" src=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.21.23.png\" alt=\"\" class=\"wp-image-12184\" srcset=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.21.23.png 669w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.21.23-251x300.png 251w\" sizes=\"auto, (max-width: 669px) 100vw, 669px\" \/><\/figure>\n<\/div>\n\n\n<p>Dalszy rozw\u00f3j aplikacji pozwoli\u0142by na wykorzystanie jej w <strong>laboratoriach<\/strong> i <strong>instytutach badawczych<\/strong> w celu przyspieszenia i automatyzacji wykrywania choroby. Aplikacja na podstawie wcze\u015bniej wyuczonego modelu identyfikowa\u0142aby zainfekowane kom\u00f3rki.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"572\" src=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.54.22-1024x572.png\" alt=\"\" class=\"wp-image-12185\" srcset=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.54.22-1024x572.png 1024w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.54.22-300x168.png 300w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.54.22-768x429.png 768w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.54.22-1536x858.png 1536w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.54.22.png 1761w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>Do stworzenia aplikacji programi\u015bci u\u017cyli frameworku <strong>DarkNet<\/strong>. Zesp\u00f3\u0142 u\u017cy\u0142 detektora <strong>YOLO v4<\/strong>. DarkNet jest to framework oparty o sieci neuronowe napisany w j\u0119zyku <strong>C<\/strong> i <strong>CUDA<\/strong>. Zesp\u00f3\u0142 przetestowa\u0142 r\u00f3wnie\u017c detektor <strong>YOLO v3 <\/strong>oraz <strong>Single Shot Detector<\/strong>, lecz najlepsze wyniki zosta\u0142y uzyskane przy wykorzystaniu YOLO v4 i to na ten detektor zdecydowa\u0142 si\u0119 zesp\u00f3\u0142.<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">Model<\/h1>\n\n\n\n<p>Model \u015bwietnie sobie radzi\u0142 z wykrywaniem czerwonych krwinek (96,95% dok\u0142adno\u015b\u0107). <strong>Leukocyty<\/strong> by\u0142y identyfikowane w <strong>78,32%.<\/strong> Pocz\u0105tkowo zesp\u00f3\u0142 podzieli\u0142 kom\u00f3rki na<strong> 6 klas<\/strong>, ale spowodowa\u0142o to do\u015b\u0107 nisk\u0105 wykrywalno\u015b\u0107 zaka\u017conych kom\u00f3rek (na poziomie 30-40%). W dalszych pracach nad modelem programi\u015bci postanowili podzieli\u0107 kom\u00f3rki tylko na <strong>2 klasy<\/strong>: zdrowe i zaka\u017cone malari\u0105.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.49.04-1024x575.png\" alt=\"\" class=\"wp-image-12182\" srcset=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.49.04-1024x575.png 1024w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.49.04-300x169.png 300w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.49.04-768x431.png 768w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.49.04-1536x863.png 1536w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.49.04-390x220.png 390w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.49.04.png 1750w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Po zmianach w modelu czerwone krwinki by\u0142y identyfikowane na poziomie<strong> 94,92%,<\/strong> a te zaka\u017cone na poziomie <strong>96,93%<\/strong> co jest bardzo dobrym wynikiem.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"571\" src=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.53.03-1024x571.png\" alt=\"\" class=\"wp-image-12183\" srcset=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.53.03-1024x571.png 1024w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.53.03-300x167.png 300w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.53.03-768x428.png 768w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.53.03-1536x856.png 1536w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.53.03.png 1760w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Przyszli <strong><a href=\"https:\/\/infoshareacademy.com\/blog\/2021\/07\/09\/ile-zarabia-data-scientist\/\">Data Scientist<\/a><\/strong> stworzyli tak\u017ce interfejs w postaci strony internetowej, kt\u00f3ra s\u0142u\u017cy do uruchomienia aplikacji.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"481\" src=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.55.47-1024x481.png\" alt=\"\" class=\"wp-image-12181\" srcset=\"https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.55.47-1024x481.png 1024w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.55.47-300x141.png 300w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.55.47-768x360.png 768w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.55.47-1536x721.png 1536w, https:\/\/infoshareacademy.com\/blog\/wp-content\/uploads\/2022\/04\/Screenshot-2022-04-13-at-12.55.47.png 1777w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Obejrzyj prezentacje<\/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=\"Prezentacja projektu kursant\u00f3w: Against Malaria\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/yhnoSSS-y6U?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\/bootcamp-data-science\/\" 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 tworzy\u0107 takie aplikacje jak powy\u017cej, to zapisz si\u0119 na <strong>bootcamp Data Science<\/strong>.<\/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 posiadanie 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\"><a href=\"https:\/\/infoshareacademy.com\/kurs\/bootcamp-data-science\/\" target=\"_blank\" rel=\"noreferrer noopener\">\ud83d\udc49 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\/\">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>Problem Malarii na \u015awiecie Malaria jest tropikaln\u0105 chorob\u0105 paso\u017cytnicz\u0105. Chorob\u0119 t\u0119 wywo\u0142uj\u0105 paso\u017cyty Plasmodium, kt\u00f3re s\u0105 przenoszone przez samice komar\u00f3w Anopheles. Wed\u0142ug raportu WHO w 2019 roku odnotowano a\u017c 229 milion\u00f3w przypadk\u00f3w malarii na ca\u0142ym \u015bwiecie. Zmar\u0142o 409 000 os\u00f3b. W samej Afryce zmar\u0142o w 2020 roku a\u017c 384 000 os\u00f3b. To w\u0142a\u015bnie w Afryce &hellip;<\/p>\n","protected":false},"author":1,"featured_media":12187,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33,222,100],"tags":[],"class_list":["post-12178","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","category-projekty-data-science","category-projekty-kursantow"],"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: Against Malaria<\/title>\n<meta name=\"description\" content=\"Zesp\u00f3\u0142 przysz\u0142ych Data Scientist\u00f3w postanowi\u0142 stworzy\u0107 aplikacj\u0119 Against Malaria, kt\u00f3ra mog\u0142aby pom\u00f3c w identyfikacji kom\u00f3rek zaka\u017conych!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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