{"id":35774,"date":"2019-10-31T22:06:16","date_gmt":"2019-10-31T19:06:16","guid":{"rendered":"https:\/\/prohoster.info\/blog\/kak-ya-organizoval-trenirovki-po-mashinnomu-obucheniyu-v-ngu\/"},"modified":"2019-10-31T22:06:16","modified_gmt":"2019-10-31T19:06:16","slug":"kak-ya-organizoval-trenirovki-po-mashinnomu-obucheniyu-v-ngu","status":"publish","type":"post","link":"https:\/\/prohoster.info\/cs\/blog\/news\/kak-ya-organizoval-trenirovki-po-mashinnomu-obucheniyu-v-ngu","title":{"rendered":"Jak jsem zorganizoval tr\u00e9ninky strojov\u00e9ho u\u010den\u00ed na Novosibirsk\u00e9 st\u00e1tn\u00ed univerzit\u011b","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Jmenuji se Sa\u0161a a m\u00e1m r\u00e1d strojov\u00e9 u\u010den\u00ed, stejn\u011b jako vzd\u011bl\u00e1v\u00e1n\u00ed lid\u00ed. Moment\u00e1ln\u011b vedu vzd\u011bl\u00e1vac\u00ed programy v centru po\u010d\u00edta\u010dov\u00fdch v\u011bd a \u0159\u00edd\u00edm bakal\u00e1\u0159sk\u00fd obor anal\u00fdzy dat na SPbGU. P\u0159edt\u00edm jsem pracoval jako analytik v Yandexu a je\u0161t\u011b d\u0159\u00edve jako v\u011bdec, v\u011bnoval jsem se matematick\u00e9mu modelov\u00e1n\u00ed v IVM SO RAN.<\/p>\n<p>V tomto p\u0159\u00edsp\u011bvku chci vypr\u00e1v\u011bt o tom, co vzniklo z my\u0161lenky zah\u00e1jen\u00ed tr\u00e9nink\u016f strojov\u00e9ho u\u010den\u00ed pro studenty, absolventy Novosibirsk\u00e9 st\u00e1tn\u00ed univerzity a v\u0161echny z\u00e1jemce.<\/p>\n<p><img decoding=\"async\" alt=\"Jak jsem zorganizoval tr\u00e9ninky strojov\u00e9ho u\u010den\u00ed na Novosibirsk\u00e9 st\u00e1tn\u00ed univerzit\u011b\" src=\"\/wp-content\/uploads\/2019\/06\/e28250423a7778389dcd984ceb9e4c1a.jpgraw=1\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<p>Dlouho jsem cht\u011bl zorganizovat speci\u00e1ln\u00ed kurz p\u0159\u00edpravy na sout\u011b\u017ee v anal\u00fdze dat na Kaggle a dal\u0161\u00edch platform\u00e1ch. Zd\u00e1lo se to jako skv\u011bl\u00fd n\u00e1pad:<\/p>\n<ul>\n<li>Studenti a v\u0161ichni z\u00e1jemci uplatn\u00ed teoretick\u00e9 znalosti v praxi a z\u00edskaj\u00ed zku\u0161enosti s \u0159e\u0161en\u00edm \u00fakol\u016f na ve\u0159ejn\u00fdch sout\u011b\u017e\u00edch.<\/li>\n<li>Studenti, kte\u0159\u00ed se umis\u0165uj\u00ed v topu na takov\u00fdch sout\u011b\u017e\u00edch, maj\u00ed pozitivn\u00ed vliv na atraktivnost NGU pro uchaze\u010de, studenty a absolventy. S tr\u00e9ninky sportovn\u00edho programov\u00e1n\u00ed to funguje stejn\u011b.<\/li>\n<li>Takov\u00fd speci\u00e1ln\u00ed kurz skv\u011ble dopl\u0148uje a roz\u0161i\u0159uje fundament\u00e1ln\u00ed znalosti: \u00fa\u010dastn\u00edci samostatn\u011b realizuj\u00ed modely strojov\u00e9ho u\u010den\u00ed, \u010dasto se spojuj\u00ed do t\u00fdm\u016f, kter\u00e9 sout\u011b\u017e\u00ed na sv\u011btov\u00e9 \u00farovni. <\/li>\n<li>Na jin\u00fdch univerzit\u00e1ch se ji\u017e podobn\u00e9 tr\u00e9ninky konaly, tak\u017ee jsem doufal v \u00fasp\u011bch speci\u00e1ln\u00edho kurzu i na NGU. <\/li>\n<\/ul>\n<p><\/p>\n<h2>Spu\u0161t\u011bn\u00ed<\/h2>\n<p>\nV Akademgorodku v Novosibirsku je velmi \u00farodn\u00e1 p\u016fda pro podobn\u00e9 iniciativy: studenti, absolventi a u\u010ditel\u00e9 centra po\u010d\u00edta\u010dov\u00fdch v\u011bd a siln\u00fdch technick\u00fdch fakult, jako jsou FIT, MMF, FF, siln\u00e1 podpora spr\u00e1vy NGU, aktivn\u00ed ODS-komunita, zku\u0161en\u00ed in\u017een\u00fd\u0159i a analytici r\u016fzn\u00fdch IT spole\u010dnost\u00ed. P\u0159ibli\u017en\u011b v t\u00e9 dob\u011b jsme se dozv\u011bd\u011bli o grantov\u00e9m programu od <noindex><a rel=\"nofollow\" href=\"https:\/\/codeforces.com\/blog\/entry\/61637\">Botan Investments<\/a><\/noindex> \u2014 fond podporuje t\u00fdmy, kter\u00e9 dosahuj\u00ed dobr\u00fdch v\u00fdsledk\u016f v sout\u011b\u017e\u00edch v oblasti sportovn\u00edho strojov\u00e9ho u\u010den\u00ed.<\/p>\n<p>Na NGU jsme na\u0161li u\u010debnu pro t\u00fddenn\u00ed setk\u00e1n\u00ed, vytvo\u0159ili chat v Telegramu a od 1. \u0159\u00edjna jsme se spole\u010dn\u011b se studenty a absolventy centra CS zah\u00e1jili. Na prvn\u00ed lekci p\u0159i\u0161lo 19 lid\u00ed. \u0160est z nich se stalo st\u00e1l\u00fdmi \u00fa\u010dastn\u00edky tr\u00e9nink\u016f. Celkem za \u0161koln\u00ed rok se na setk\u00e1n\u00ed alespo\u0148 jednou dostavilo 31 osob.<\/p>\n<h2>Prvn\u00ed v\u00fdsledky<\/h2>\n<p>\nS kluky jsme se sezn\u00e1mili, vym\u011bnili si zku\u0161enosti, prodiskutovali sout\u011b\u017ee a orienta\u010dn\u00ed pl\u00e1n do budoucna. Pom\u011brn\u011b rychle jsme pochopili, \u017ee sout\u011b\u017e o m\u00edsta ve sout\u011b\u017e\u00edch v anal\u00fdze dat je pravideln\u00e1 vy\u010derp\u00e1vaj\u00edc\u00ed pr\u00e1ce, podobn\u00e1 neplacen\u00e9 pr\u00e1ci na pln\u00fd \u00favazek, ale velmi zaj\u00edmav\u00e1 a vzru\u0161uj\u00edc\u00ed \ud83d\ude42 Jeden z \u00fa\u010dastn\u00edk\u016f, Kaggle-master Maxim, n\u00e1m poradil, abychom se nejprve posunuli v sout\u011b\u017e\u00edch individu\u00e1ln\u011b a a\u017e po n\u011bkolika t\u00fddnech se spojili do t\u00fdm\u016f, p\u0159i\u010dem\u017e bychom brali v \u00favahu ve\u0159ejn\u00e9 sk\u00f3re. A ud\u011blali jsme to! Na prezen\u010dn\u00edch tr\u00e9ninc\u00edch jsme diskutovali o modelech, v\u011bdeck\u00fdch \u010dl\u00e1nc\u00edch a nuanc\u00edch Python knihoven, spole\u010dn\u011b jsme \u0159e\u0161ili probl\u00e9my. <\/p>\n<p>V\u00fdsledky podzimn\u00edho semestru byly t\u0159i st\u0159\u00edbrn\u00e9 medaile ve dvou sout\u011b\u017e\u00edch na Kaggle: <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/tgs-salt-identification-challenge%EF%BB%BF\">TGS Salt Identification<\/a><\/noindex> a <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/PLAsTiCC-2018\">PLAsTiCC Astronomical Classification<\/a><\/noindex>. A jedno t\u0159et\u00ed m\u00edsto v sout\u011b\u017ei CFT za opravu p\u0159eklep\u016f s prvn\u00edmi vyhran\u00fdmi pen\u011bzi (in the money, jak \u0159\u00edkaj\u00ed zku\u0161en\u00ed hr\u00e1\u010di). <\/p>\n<p>Dal\u0161\u00edm velmi d\u016fle\u017eit\u00fdm nep\u0159\u00edm\u00fdm v\u00fdsledkem specializovan\u00e9ho kurzu byl start a nastaven\u00ed clusteru VKI NGU. Jeho v\u00fdpo\u010detn\u00ed s\u00edla zna\u010dn\u011b zlep\u0161ila n\u00e1\u0161 sout\u011b\u017en\u00ed \u017eivot: 40 CPU, 755Gb RAM, 8 GPU NVIDIA Tesla V100.<\/p>\n<p><img decoding=\"async\" alt=\"Jak jsem zorganizoval tr\u00e9ninky strojov\u00e9ho u\u010den\u00ed na Novosibirsk\u00e9 st\u00e1tn\u00ed univerzit\u011b\" src=\"\/wp-content\/uploads\/2019\/06\/b07f98b07c0cd4c52ceb93643d853f95.jpgraw=1\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nDo t\u00e9 doby jsme p\u0159e\u017e\u00edvali, jak jsme mohli: po\u010d\u00edtali jsme na osobn\u00edch notebooc\u00edch a desktopech, v Google Colab a v Kaggle-kernels. Jeden t\u00fdm dokonce m\u011bl vlastn\u00ed skript, kter\u00fd automaticky ukl\u00e1dal model a restartoval v\u00fdpo\u010det, kter\u00fd byl p\u0159eru\u0161en z d\u016fvodu \u010dasov\u00e9ho limitu.<\/p>\n<p>Na ja\u0159e jsme pokra\u010dovali v setk\u00e1v\u00e1n\u00ed, vym\u011b\u0148ov\u00e1n\u00ed \u00fasp\u011b\u0161n\u00fdch n\u00e1lez\u016f a vypr\u00e1v\u011bn\u00ed o na\u0161ich \u0159e\u0161en\u00edch sout\u011b\u017e\u00ed. K n\u00e1m za\u010dali p\u0159ich\u00e1zet nov\u00ed z\u00e1jemci. B\u011bhem jarn\u00edho semestru se n\u00e1m poda\u0159ilo z\u00edskat u\u017e jedno zlato, t\u0159i st\u0159\u00edbra a dev\u011bt bronz\u016f v osmi sout\u011b\u017e\u00edch na Kaggle: <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/petfinder-adoption-prediction\">PetFinder<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/santander-customer-transaction-prediction\">Santander<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/gendered-pronoun-resolution\">Gendered pronoun resolution<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/humpback-whale-identification\/\">Whale Identification<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/quora-insincere-questions-classification\/\">Quora<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/landmark-recognition-2019\">Google Landmarks<\/a><\/noindex> a dal\u0161\u00ed, bronz v <noindex><a rel=\"nofollow\" href=\"https:\/\/boosters.pro\/championship\/rekko_challenge\">Recco challenge<\/a><\/noindex>, t\u0159et\u00ed m\u00edsto v Changellenge&gt;&gt;Cup a prvn\u00ed m\u00edsto (op\u011bt in the money) v sout\u011b\u017ei o strojov\u00e9m u\u010den\u00ed na <noindex><a rel=\"nofollow\" href=\"https:\/\/yandex.ru\/championship\/\">program\u00e1torsk\u00e9m \u0161ampion\u00e1tu<\/a><\/noindex> od Yandexu.<\/p>\n<h2>Co \u0159\u00edkaj\u00ed \u00fa\u010dastn\u00edci tr\u00e9nink\u016f<\/h2>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/suvalex\">Micha\u0142 Kar\u010devski<\/a><\/noindex> <br \/>\n\u201eJsem velmi r\u00e1d, \u017ee takov\u00e1 \u010dinnost prob\u00edh\u00e1 u n\u00e1s v Sibi\u0159i, proto\u017ee se domn\u00edv\u00e1m, \u017ee \u00fa\u010dast v sout\u011b\u017e\u00edch je nejrychlej\u0161\u00ed zp\u016fsob, jak ovl\u00e1dnout ML. Pro takov\u00e9 sout\u011b\u017ee je hardware dost drah\u00fd na to, abychom si ho koupili sami, ale tady lze zkou\u0161et n\u00e1pady zdarma.\u201c<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kiril Brodt<\/a><\/noindex> <br \/>\nP\u0159ed n\u00e1stupem do tr\u00e9nink\u016f v oblasti strojov\u00e9ho u\u010den\u00ed jsem se p\u0159\u00edli\u0161 nezapojoval do sout\u011b\u017e\u00ed, krom\u011b \u0161koln\u00edch a indick\u00fdch: ned\u00e1valo mi to smysl, proto\u017ee jsem pracoval v oblasti MO a s t\u00edmto oborem jsem byl obezn\u00e1men. Prvn\u00ed semestr jsem chodil jako poslucha\u010d. Ale jakmile se ve druh\u00e9m semestru objevily v\u00fdpo\u010detn\u00ed zdroje, pomyslel jsem si, pro\u010d se nezapojit. A dostalo m\u011b to. \u00dakol, data a metriky byly p\u0159edem vymy\u0161leny a p\u0159ipraveny, vezmi a vyu\u017eij ve\u0161kerou s\u00edlu MO, testuj \u0161pi\u010dkov\u00e9 modely a techniky. Kdyby nebylo tr\u00e9nink\u016f a, co\u017e je nem\u00e9n\u011b d\u016fle\u017eit\u00e9, v\u00fdpo\u010detn\u00edch zdroj\u016f, nezapojil bych se tak brzy.<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/andrewshevelev\">Andrej \u0160eveljev<\/a><\/noindex><br \/>\nOsobn\u00ed tr\u00e9ninky v oblasti ML mi pomohly naj\u00edt podobn\u011b sm\u00fd\u0161lej\u00edc\u00ed lidi, se kter\u00fdmi jsem mohl prohloubit sv\u00e9 znalosti v oblasti strojov\u00e9ho u\u010den\u00ed a anal\u00fdzy dat. Je to tak\u00e9 skv\u011bl\u00e1 mo\u017enost pro ty, kdo nemaj\u00ed mnoho voln\u00e9ho \u010dasu na samostatnou anal\u00fdzu a pono\u0159en\u00ed se do t\u00e9matu sout\u011b\u017e\u00ed, p\u0159esto by r\u00e1di byli v obraze.<\/p>\n<h2>P\u0159ipojte se k n\u00e1m<\/h2>\n<p>\nSout\u011b\u017ee na Kaggle a dal\u0161\u00edch platform\u00e1ch zdokonaluj\u00ed praktick\u00e9 dovednosti a rychle se prom\u011b\u0148uj\u00ed v zaj\u00edmavou pr\u00e1ci v oblasti datov\u00e9 v\u011bdy. Lid\u00e9, kte\u0159\u00ed se pod\u00edleli na obt\u00ed\u017en\u00e9 sout\u011b\u017ei, se \u010dasto st\u00e1vaj\u00ed kolegy a \u00fasp\u011b\u0161n\u011b pokra\u010duj\u00ed v \u0159e\u0161en\u00ed pracovn\u00edch \u00fakol\u016f. To se stalo i u n\u00e1s: Michail Kar\u010devsk\u00fd spolu se sv\u00fdm kamar\u00e1dem z t\u00fdmu p\u0159e\u0161li pracovat do jedn\u00e9 spole\u010dnosti na doporu\u010dovac\u00edm syst\u00e9mu. <\/p>\n<p>Postupem \u010dasu pl\u00e1nujeme roz\u0161\u00ed\u0159it tuto \u010dinnost v\u011bdeck\u00fdmi publikacemi a \u00fa\u010dast\u00ed na konferenc\u00edch v oblasti strojov\u00e9ho u\u010den\u00ed. P\u0159ipojte se k n\u00e1m jako \u00fa\u010dastn\u00edci nebo odborn\u00edci v Novosibirsku \u2014 napi\u0161te <noindex><a rel=\"nofollow\" href=\"https:\/\/t.me\/ovalur\">mi<\/a><\/noindex> nebo <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kirilovi<\/a><\/noindex>. Organizujte podobn\u00e9 tr\u00e9ninky ve sv\u00fdch m\u011bstech a univerzit\u00e1ch. <\/p>\n<p>Zde je mal\u00e1 pom\u016fcka, kter\u00e1 pom\u016f\u017ee ud\u011blat prvn\u00ed kroky:<\/p>\n<ol>\n<li>Promyslete si pohodln\u00e9 m\u00edsto a \u010das pro pravideln\u00e9 sch\u016fzky. Optim\u00e1ln\u011b \u2014 1-2kr\u00e1t t\u00fddn\u011b.<\/li>\n<li>Napi\u0161te potenci\u00e1ln\u011b zainteresovan\u00fdm \u00fa\u010dastn\u00edk\u016fm o prvn\u00ed sch\u016fzce. Na prvn\u00edm m\u00edst\u011b to jsou studenti technick\u00fdch vysok\u00fdch \u0161kol, \u00fa\u010dastn\u00edci ODS.<\/li>\n<li>Zalo\u017ete skupinu pro diskusi o aktu\u00e1ln\u00edch z\u00e1le\u017eitostech: Telegram, VK, WhatsApp nebo jak\u00fdkoli jin\u00fd messenger, kter\u00fd je v\u011bt\u0161in\u011b pohodln\u00fd.<\/li>\n<li>Veden\u00ed ve\u0159ejn\u00e9ho pl\u00e1nu sch\u016fzek, seznamu sout\u011b\u017e\u00ed a \u00fa\u010dastn\u00edk\u016f, sledujte v\u00fdsledky.<\/li>\n<li>Najd\u011bte voln\u00e9 v\u00fdpo\u010detn\u00ed kapacity nebo granty na n\u011b na bl\u00edzk\u00fdch univerzit\u00e1ch, v\u011bdeck\u00fdch instituc\u00edch nebo v firm\u00e1ch.<\/li>\n<li>ZISK!<\/li>\n<\/ol>\n<p>Zdroj: habr.com<\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041c\u0435\u043d\u044f \u0437\u043e\u0432\u0443\u0442 \u0421\u0430\u0448\u0430 \u0438 \u044f \u043b\u044e\u0431\u043b\u044e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043b\u044e\u0434\u0435\u0439. \u0421\u0435\u0439\u0447\u0430\u0441 \u043a\u0443\u0440\u0438\u0440\u0443\u044e \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b \u0432 Computer Science \u0446\u0435\u043d\u0442\u0440\u0435 \u0438 \u0440\u0443\u043a\u043e\u0432\u043e\u0436\u0443 \u0431\u0430\u043a\u0430\u043b\u0430\u0432\u0440\u0438\u0430\u0442\u043e\u043c \u043f\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0421\u041f\u0431\u0413\u0423. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c \u0432 \u042f\u043d\u0434\u0435\u043a\u0441\u0435, \u0430 \u0435\u0449\u0451 \u0440\u0430\u043d\u044c\u0448\u0435 \u2014 \u0443\u0447\u0451\u043d\u044b\u043c: \u0437\u0430\u043d\u0438\u043c\u0430\u043b\u0441\u044f \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0432 \u0418\u0412\u0422 \u0421\u041e \u0420\u0410\u041d. \u0412 \u044d\u0442\u043e\u043c \u043f\u043e\u0441\u0442\u0435 \u0445\u043e\u0447\u0443 \u0440\u0430\u0441\u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u043e\u0441\u044c \u0438\u0437 \u0438\u0434\u0435\u0438 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-35774","post","type-post","status-publish","format-standard","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - 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