{"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\/ro\/blog\/news\/kak-ya-organizoval-trenirovki-po-mashinnomu-obucheniyu-v-ngu","title":{"rendered":"Cum am organizat antrenamente de \u00eenv\u0103\u021bare automat\u0103 la NSU","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>M\u0103 numesc Sasha \u0219i \u00eemi place \u00eenv\u0103\u021barea automat\u0103, dar \u0219i s\u0103 \u00eenv\u0103\u021b oamenii. \u00cen prezent, coordonez programele educa\u021bionale \u00een centrul de \u0218tiin\u021be Computa\u021bionale \u0219i conduc programul de licen\u021b\u0103 \u00een analiza datelor la SPbGU. \u00cenainte de aceasta, am lucrat ca analist la Yandex, iar mai devreme ca cercet\u0103tor: m-am ocupat de modelare matematic\u0103 la IVT SO RAN.<\/p>\n<p>\u00cen aceast\u0103 postare vreau s\u0103 povestesc despre ce a ie\u0219it din ideea de a lansa antrenamente de \u00eenv\u0103\u021bare automat\u0103 pentru studen\u021bi, absolven\u021bi ai Universit\u0103\u021bii de Stat din Novosibirsk \u0219i pentru to\u021bi cei interesa\u021bi.<\/p>\n<p><img decoding=\"async\" alt=\"Cum am organizat antrenamente de \u00eenv\u0103\u021bare automat\u0103 la NSU\" 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>De mult timp \u00eemi doream s\u0103 organizez un curs special dedicat preg\u0103tirii pentru competi\u021bii de analiz\u0103 a datelor pe Kaggle \u0219i alte platforme. Mi s-a p\u0103rut o idee excelent\u0103:<\/p>\n<ul>\n<li>Studen\u021bii \u0219i to\u021bi cei interesa\u021bi \u00ee\u0219i vor aplica cuno\u0219tin\u021bele teoretice \u00een practic\u0103 \u0219i vor c\u0103p\u0103ta experien\u021b\u0103 \u00een rezolvarea problemelor \u00een competi\u021bii publice.<\/li>\n<li>Studen\u021bii care ob\u021bin locuri \u00een topul acestor competi\u021bii contribuie mult la atractivitatea NSU pentru viitorii studen\u021bi, actualii studen\u021bi \u0219i absolven\u021bi. Acela\u0219i lucru se \u00eent\u00e2mpl\u0103 \u0219i cu antrenamentele de programare competitiv\u0103.<\/li>\n<li>Acest curs special completeaz\u0103 \u0219i extinde excelent cuno\u0219tin\u021bele fundamentale: participan\u021bii \u00ee\u0219i implementeaz\u0103 singuri modelele de \u00eenv\u0103\u021bare automat\u0103, adesea form\u00e2nd echipe care concureaz\u0103 la nivel mondial. <\/li>\n<li>\u00cen alte universit\u0103\u021bi, astfel de antrenamente au avut deja loc, a\u0219a c\u0103 aveam speran\u021be mari pentru succesul cursului special \u0219i la NSU. <\/li>\n<\/ul>\n<p><\/p>\n<h2>Pornire<\/h2>\n<p>\n\u00cen Academgorodok din Novosibirsk, exist\u0103 un climat foarte favorabil pentru astfel de ini\u021biative: studen\u021bi, absolven\u021bi \u0219i profesori ai centrului de \u0218tiin\u021be Computa\u021bionale \u0219i ai unor facult\u0103\u021bi tehnice puternice, cum ar fi FIT, MMF, FF, un sprijin solid din partea administra\u021biei NSU, o comunitate ODS activ\u0103, ingineri \u0219i anali\u0219ti experimenta\u021bi din diverse companii IT. Aproape \u00een aceea\u0219i perioad\u0103, am aflat despre programul de granturi de la <noindex><a rel=\"nofollow\" href=\"https:\/\/codeforces.com\/blog\/entry\/61637\">Botan Investments<\/a><\/noindex> \u2014 fondul sprijin\u0103 echipele care ob\u021bin rezultate bune \u00een competi\u021bii de ML competitiv.<\/p>\n<p>Am g\u0103sit o sal\u0103 la NSU pentru \u00eent\u00e2lniri s\u0103pt\u0103m\u00e2nale, am creat un chat \u00een Telegram \u0219i, \u00eencep\u00e2nd cu 1 octombrie, am \u00eenceput \u00eempreun\u0103 cu studen\u021bii \u0219i absolven\u021bii centrului CS. La prima \u00eent\u00e2lnire au venit 19 persoane. \u0218ase dintre ele au devenit participan\u021bi permanenti la antrenamente. \u00cen total, pe parcursul anului universitar, 31 de persoane au participat m\u0103car o dat\u0103 la \u00eent\u00e2lnire.<\/p>\n<h2>Primele rezultate<\/h2>\n<p>\nAm f\u0103cut cuno\u0219tin\u021b\u0103 cu colegii, ne-am \u00eemp\u0103rt\u0103\u0219it experien\u021bele, am discutat despre competi\u021bii \u0219i un plan aproximativ pentru viitor. Am realizat destul de repede c\u0103 lupta pentru locuri \u00een competi\u021biile de analiz\u0103 a datelor este un efort regulat \u0219i extenuant, asem\u0103n\u0103tor cu un loc de munc\u0103 full-time nepl\u0103tit, dar foarte interesant \u0219i captivant \ud83d\ude42 Unul dintre participan\u021bi, Kaggle-masterul Maxim, ne-a sf\u0103tuit s\u0103 avans\u0103m mai \u00eent\u00e2i \u00een competi\u021bii individual, \u0219i abia dup\u0103 c\u00e2teva s\u0103pt\u0103m\u00e2ni s\u0103 ne unim \u00een echipe, lu\u00e2nd \u00een considerare scorul public. A\u0219a am procedat! La antrenamentele fa\u021b\u0103 \u00een fa\u021b\u0103, discutam modele, articole \u0219tiin\u021bifice \u0219i subtilit\u0103\u021bile bibliotecilor Python, rezolv\u00e2nd probleme \u00eempreun\u0103. <\/p>\n<p>Rezultatele semestrului de toamn\u0103 au fost trei medalii de argint \u00een dou\u0103 competi\u021bii pe Kaggle: <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/tgs-salt-identification-challenge%EF%BB%BF\">Identificarea S\u0103rii TGS<\/a><\/noindex> \u0219i <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/PLAsTiCC-2018\">Clasificarea Astronomic\u0103 PLAsTiCC<\/a><\/noindex>. \u0218i un loc trei \u00een competi\u021bia CFT pentru corectarea gre\u0219elilor de tipar, cu primii bani c\u00e2\u0219tiga\u021bi (in the money, cum spun keglerii experimenta\u021bi). <\/p>\n<p>Un alt rezultat foarte important al cursului specializat a fost lansarea \u0219i configurarea clusterului VKI NGU. Capacit\u0103\u021bile sale de calcul ne-au \u00eembun\u0103t\u0103\u021bit semnificativ via\u021ba competi\u021bional\u0103: 40 CPU, 755Gb RAM, 8 GPU NVIDIA Tesla V100.<\/p>\n<p><img decoding=\"async\" alt=\"Cum am organizat antrenamente de \u00eenv\u0103\u021bare automat\u0103 la NSU\" src=\"\/wp-content\/uploads\/2019\/06\/b07f98b07c0cd4c52ceb93643d853f95.jpgraw=1\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nP\u00e2n\u0103 atunci, ne descurcam cum puteam: calculam pe laptopurile \u0219i desktop-urile personale, \u00een Google Colab \u0219i \u00een Kaggle-kernels. O echip\u0103 avea chiar un script personalizat, care salva automat modelul \u0219i repornia calculul, oprit din cauza limitelor de timp.<\/p>\n<p>\u00cen semestrul de prim\u0103var\u0103, am continuat s\u0103 ne adun\u0103m, s\u0103 \u00eemp\u0103rt\u0103\u0219im descoperiri reu\u0219ite \u0219i s\u0103 discut\u0103m despre solu\u021biile noastre la competi\u021bii. Au \u00eenceput s\u0103 ni se al\u0103ture noi participan\u021bi interesa\u021bi. \u00cen semestrul de prim\u0103var\u0103, am reu\u0219it s\u0103 ob\u021binem o medalie de aur, trei medalii de argint \u0219i nou\u0103 medalii de bronz \u00een opt competi\u021bii pe 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\">Rezolvarea pronumelui de gen<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/humpback-whale-identification\/\">Identificarea Balenei<\/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\">Repere Google<\/a><\/noindex> \u0219i altele, bronz \u00een <noindex><a rel=\"nofollow\" href=\"https:\/\/boosters.pro\/championship\/rekko_challenge\">Recco challenge<\/a><\/noindex>, locul trei \u00een Changellenge&gt;&gt;Cup \u0219i locul \u00eent\u00e2i (iar\u0103\u0219i in the money) \u00een competi\u021bia de machine learning pe <noindex><a rel=\"nofollow\" href=\"https:\/\/yandex.ru\/championship\/\">campionatul de programare<\/a><\/noindex> de la Yandex.<\/p>\n<h2>Ce spun participan\u021bii la antrenamente<\/h2>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/suvalex\">Mihail Karcevski<\/a><\/noindex> <br \/>\n\u201eSunt foarte bucuros c\u0103 o astfel de activitate se desf\u0103\u0219oar\u0103 \u00een Siberia, deoarece consider c\u0103 participarea la competi\u021bii este cea mai rapid\u0103 modalitate de a \u00eenv\u0103\u021ba ML. Pentru astfel de competi\u021bii, echipamentele sunt destul de scumpe pentru a fi cump\u0103rate pe cont propriu, dar aici po\u021bi testa idei gratuit.\u201d<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kirill Brodt<\/a><\/noindex> <br \/>\n\u201eP\u00e2n\u0103 la apari\u021bia antrenamentelor ML, nu am participat \u00een mod special la competi\u021bii, cu excep\u021bia celor de \u00eenv\u0103\u021bare \u0219i a competi\u021biilor indiene: nu vedeam sensul, deoarece aveam \u0219i activitate \u00een domeniul AP, iar cu acesta eram familiarizat. \u00cen primul semestru am participat ca observator. Dar \u00eencep\u00e2nd cu semestrul al doilea, de \u00eendat\u0103 ce au ap\u0103rut resursele de calcul, m-am g\u00e2ndit, de ce nu a\u0219 participa. \u0218i m-a prins. Sarcina, datele \u0219i metricile au fost g\u00e2ndite \u0219i preg\u0103tite pentru tine, ia \u0219i folose\u0219te \u00eentreaga putere a AP, testeaz\u0103 modele \u0219i tehnici de v\u00e2rf. Dac\u0103 nu ar fi fost antrenamentele \u0219i, nu \u00een ultimul r\u00e2nd, resursele de calcul, nu a\u0219 fi \u00eenceput s\u0103 particip cur\u00e2nd.\u201d<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/andrewshevelev\">Andrei \u0218eveliev<\/a><\/noindex><br \/>\n\u201eAntrenamentele ML fa\u021b\u0103 \u00een fa\u021b\u0103 m-au ajutat s\u0103-mi g\u0103sesc colegi de idei, \u00eempreun\u0103 cu care am reu\u0219it s\u0103-mi aprofundeze cuno\u0219tin\u021bele \u00een domeniul \u00eenv\u0103\u021b\u0103rii automate \u0219i analizei datelor. De asemenea, este o op\u021biune excelent\u0103 pentru cei care nu au timp liber foarte mult pentru a se aprofunda pe cont propriu \u00een tema competi\u021biilor, dar care doresc totu\u0219i s\u0103 fie la curent.\u201d<\/p>\n<h2>Al\u0103tura\u021bi-v\u0103 nou\u0103<\/h2>\n<p>\nCompeti\u021biile de pe Kaggle \u0219i alte platforme dezvolt\u0103 abilit\u0103\u021bile practice \u0219i se transform\u0103 rapid \u00eentr-o munc\u0103 interesant\u0103 \u00een domeniul \u0219tiin\u021bei datelor. Oamenii care au participat \u00eempreun\u0103 la o competi\u021bie dificil\u0103 devin adesea colegi \u0219i continu\u0103 s\u0103 rezolve cu succes sarcini de lucru. A\u0219a s-a \u00eent\u00e2mplat \u0219i cu noi: Mihail Karcevski, \u00eempreun\u0103 cu un prieten din echip\u0103, au trecut s\u0103 lucreze \u00eentr-o companie la un sistem de recomandare. <\/p>\n<p>\u00cen timp, inten\u021bion\u0103m s\u0103 extindem aceast\u0103 activitate cu publica\u021bii \u0219tiin\u021bifice \u0219i particip\u0103ri la conferin\u021be de \u00eenv\u0103\u021bare automat\u0103. Al\u0103tur\u0103-te nou\u0103 ca participan\u021bi sau exper\u021bi din Novosibirsk \u2014 scrie <noindex><a rel=\"nofollow\" href=\"https:\/\/t.me\/ovalur\">mi se pare<\/a><\/noindex> sau <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Ciril<\/a><\/noindex>. Organiza\u021bi antrenamente similare \u00een ora\u0219ele \u0219i universit\u0103\u021bile voastre. <\/p>\n<p>Iat\u0103 un mic ghid care te va ajuta s\u0103 faci primii pa\u0219i:<\/p>\n<ol>\n<li>G\u00e2nde\u0219te-te la un loc \u0219i un timp convenabil pentru \u00eent\u00e2lniri regulate. Ideal \u2014 de 1-2 ori pe s\u0103pt\u0103m\u00e2n\u0103.<\/li>\n<li>Scrie poten\u021bialilor participan\u021bi despre prima \u00eent\u00e2lnire. \u00cen primul r\u00e2nd, ace\u0219tia sunt studen\u021bi ai institu\u021biilor tehnice, participan\u021bi ODS.<\/li>\n<li>\u00cenfiin\u021beaz\u0103 un chat pentru a discuta despre chestiuni curente: Telegram, VK, WhatsApp sau orice alt messenger convenabil pentru majoritate.<\/li>\n<li>P\u0103streaz\u0103 un plan public de sesiuni, o list\u0103 a competi\u021biilor \u0219i participan\u021bilor, urm\u0103re\u0219te rezultatele.<\/li>\n<li>G\u0103si\u021bi resurse computa\u021bionale sau granturi \u00een universit\u0103\u021bile, institutele de cercetare sau companiile din apropiere.<\/li>\n<li>PROFIT!<\/li>\n<\/ol>\n<p>Surs\u0103: 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 5.0.2.1 - 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