{"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\/et\/blog\/novosti-interneta\/kak-ya-organizoval-trenirovki-po-mashinnomu-obucheniyu-v-ngu","title":{"rendered":"Kuidas ma korraldasin masin\u00f5ppe treeningud NSU-s","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Minu nimi on Sasha ja ma armastan masin\u00f5pet ning inimeste \u00f5petamist. Hetkel juhin haridusprogramme Computer Science keskuses ja olen andmes\u00fcsteemide bakalaureuseprogrammi juhendaja SPbGU-s. Enne seda t\u00f6\u00f6tasin anal\u00fc\u00fctikuna Yandexis ja veel varem teadlasena: tegelesin matemaatilise modelleerimisega IVT SO RAN-is.<\/p>\n<p>Selles postituses tahan r\u00e4\u00e4kida, mis sai alguseks ideest alustada masin\u00f5ppe treeningute korraldamist Novosibirski Riikliku \u00dclikooli \u00fcli\u00f5pilastele, vilistlastele ja k\u00f5igile soovijatele.<\/p>\n<p><img decoding=\"async\" alt=\"Kuidas ma korraldasin masin\u00f5ppe treeningud NSU-s\" 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>Olen juba ammu soovinud korraldada spetsiaalkursust, mis valmistab ette andmeanal\u00fc\u00fcsi v\u00f5istlusteks Kaggle'il ja teistel platvormidel. See tundus suurep\u00e4rase ideena:<\/p>\n<ul>\n<li>\u00dcli\u00f5pilased ja k\u00f5ik soovijad saavad oma teoreetilisi teadmisi praktikas rakendada ning kogeda \u00fclesannete lahendamist avalikes v\u00f5istlustes.<\/li>\n<li>\u00dcli\u00f5pilased, kes saavutavad sellistes v\u00f5istlustes k\u00f5rgeid kohti, t\u00f5stavad NNG atraktiivsust \u00fcli\u00f5pilastele, vilistlastele ja tulevastele \u00fcli\u00f5pilastele. Spordiprogrammeerimise treeningute puhul toimub see sama moodi.<\/li>\n<li>See spetskurs t\u00e4iendab ja laiendab p\u00f5hiteadmisi: osalejad teostavad iseseisvalt masin\u00f5ppe mudeleid, sageli moodustavad nad meeskondi, kes konkureerivad maailmas. <\/li>\n<li>Teistes \u00fclikoolides on juba selliseid koolitusi korraldatud, seet\u00f5ttu lootsin spetskursuse edu ka NSU-s. <\/li>\n<\/ul>\n<p><\/p>\n<h2>K\u00e4ivita<\/h2>\n<p>\nAkademgorodok Novosibirski kohal on v\u00e4ga soodne pinnas sarnaste algatuste jaoks: tudengid, vilistlased ja Computer Science keskuse \u00f5ppej\u00f5ud ning tugevate tehniliste teaduskondade, nagu FIT, MMF, FF, tugev toetus NSU administratsioonilt, aktiivne ODS-\u00fchiskond, kogenud insenerid ja anal\u00fc\u00fctikud erinevatest IT-ettev\u00f5tetest. Umbes sel ajal saime teada ka stipendiumi programmist <noindex><a rel=\"nofollow\" href=\"https:\/\/codeforces.com\/blog\/entry\/61637\">Botan Investments<\/a><\/noindex> \u2014 fond toetab meeskondi, kes saavutavad heades tulemustes sporditeemalistes ML-v\u00f5istlustes.<\/p>\n<p>Leidsime NSU-st klassiruumi igan\u00e4dalaste kohtumiste jaoks, l\u00f5ime Telegramis v\u00e4ikese grupi ja alates 1. oktoobrist k\u00e4ivitasime koos tudengitega ja Computer Science keskuse vilistlastega. Esimesele kohtumisele tuli 19 inimest. Kuus neist said regulaarseteks treeningu osalejateks. Kogu \u00f5ppeaasta jooksul k\u00fclastas kohtumist v\u00e4hemalt \u00fcks kord 31 inimest.<\/p>\n<h2>Esimesed tulemused<\/h2>\n<p>\nMeie tutvusime poistega, vahetasime kogemusi, arutasime v\u00f5istlusi ja koostasime umbkaudse plaani tuleviku jaoks. Saime \u00fcsna kiiresti aru, et andmeanal\u00fc\u00fcsi v\u00f5istlustes osalemine on regulaarne v\u00e4sitav t\u00f6\u00f6, nagu tasustamata t\u00e4iskohaga amet, kuid v\u00e4ga huvitav ja kaasahaarav \ud83d\ude42 \u00dcks osaleja, Kaggle-master Maksim, soovitas meil esmalt isiklikult v\u00f5istlustes edasi liikuda ja alles paar n\u00e4dalat hiljem meeskondadena liituda, arvestades avalikku skoori. Nii me tegimegi! Isiklikes treeningutes arutasime mudeleid, teadusartikleid ja Python raamatukogude n\u00fcansse ning lahendasime koos probleeme. <\/p>\n<p>S\u00fcsemester t\u00f5i kokku kolm h\u00f5bemedalit kahes v\u00f5istluses Kaggle'is: <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/tgs-salt-identification-challenge%EF%BB%BF\">TGS Soola Tuletamine<\/a><\/noindex> ja <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/PLAsTiCC-2018\">PLAsTiCC Astronoomiline Klassifikatsioon<\/a><\/noindex>. Ja \u00fcks kolmas koht TsFT v\u00f5istlusel tr\u00fckivigade parandamise osas, millega teenisime esimesed rahaauhinna (in the money, nagu \u00fctlevad kogenud kegelijad). <\/p>\n<p>Veel \u00fcks v\u00e4ga oluline kaudne tulemus erikursusest oli VKI NGS klastrite k\u00e4ivitamine ja seadistamine. Selle arvutusv\u00f5imsused parandasid oluliselt meie v\u00f5istluselu: 40 CPU, 755 GB RAM, 8 GPU NVIDIA Tesla V100.<\/p>\n<p><img decoding=\"async\" alt=\"Kuidas ma korraldasin masin\u00f5ppe treeningud NSU-s\" src=\"\/wp-content\/uploads\/2019\/06\/b07f98b07c0cd4c52ceb93643d853f95.jpgraw=1\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nEnne seda me ainult \u00fcle elasime: arvutasime isiklikel s\u00fclearvutitel ja lauaarvutitel, Google Colabis ja Kaggle'i kerneldes. \u00dchel meeskonnal oli isegi oma skript, mis automaatselt salvestas mudeli ja k\u00e4ivitas arvestuse uuesti, kui see oma ajapiiri \u00fcletas.<\/p>\n<p>Kevadsemestril j\u00e4tkasime koosolekute pidamist, jagades edukaid leidusi ja r\u00e4\u00e4kides oma lahendustest v\u00f5istlustel. Meie juurde tulid uued huvilised osalejad. Kevadsemestri jooksul saime juba \u00fche kuldse, kolme h\u00f5bedase ja \u00fcheksa pronksmedali kaheksas Kaggle'i konkursis: <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\">Sugupronoonide lahendamine<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/humpback-whale-identification\/\">Hiiroo tuvastamine<\/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'i maam\u00e4rgid<\/a><\/noindex> ja teised, pronks <noindex><a rel=\"nofollow\" href=\"https:\/\/boosters.pro\/championship\/rekko_challenge\">Recco v\u00e4ljakutse<\/a><\/noindex>, kolmas koht Changellenge&gt;&gt;Cup-is ja esimene koht (j\u00e4lle rahades) masin\u00f5ppe konkursil <noindex><a rel=\"nofollow\" href=\"https:\/\/yandex.ru\/championship\/\">programmeerimise ol\u00fcmpiaadil<\/a><\/noindex> Yandexist.<\/p>\n<h2>Mida \u00fctlevad treeningute osalejad<\/h2>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/suvalex\">Mihhail Kar\u010devski<\/a><\/noindex> <br \/>\n\u00abMa olen v\u00e4ga r\u00f5\u00f5mus, et selline tegevus toimub meil Sibirias, kuna arvan, et osalemine konkursitel on kiiresti \u00f5ppida ML-i. Selliste konkurside jaoks vajaliku riistvara ostmine on piisavalt kallis, et omal k\u00e4el soetada, aga siin saab ideid tasuta proovida.\u00bb<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kirill Brodt<\/a><\/noindex> <br \/>\n\u00abEnne ML-treeningute algust ei olnud ma eriti osaline v\u00f5istlustel, v\u00e4lja arvatud \u00f5pikonna ja hindu v\u00f5istlusel: ei n\u00e4inud selles m\u00f5tet, kuna mu t\u00f6\u00f6 oli MO valdkonnas ja olin sellega tuttav. Esimesel semestril k\u00e4isin kuulajana. Alates teisest semestrist, kui arvutusressursid ilmusid, m\u00f5tlesin, miks mitte osaleda. Ja see t\u00f5mbas mind kaasa. \u00dclesande, andmete ja meetrite on sinu eest v\u00e4lja m\u00f5eldud ja ette valmistatud, v\u00f5ta ja kasuta kogu MO j\u00f5ud, kontrolli state-of-the-art mudeleid ja tehnikaid. Kui ei oleks treeninguid ja, mitte v\u00e4hem oluline, arvutusressursse, ei oleks ma pikka aega hakkama saanud osalema.\u00bb<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/andrewshevelev\">Andrei \u0160evelev<\/a><\/noindex><br \/>\n\u00abF\u00fc\u00fcsilised ML-treeningud aitasid mul leida sarnase m\u00f5tteviisiga inimesi, kellega koos suutsin oma teadmisi s\u00fcvendada masin\u00f5ppe ja andmeanal\u00fc\u00fcsi valdkonnas. Samuti on see suurep\u00e4rane valik neile, kellel pole palju vaba aega iseseisvaks teemaga s\u00fcvenemiseks, kuid kes soovivad ikka kursis olla.\u00bb<\/p>\n<h2>Liitu meiega<\/h2>\n<p>\nKaggle'i ja teiste platvormide v\u00f5istlused arendavad praktilisi oskusi ja viivad kiiresti huvitava t\u00f6\u00f6ni andmete teaduse valdkonnas. Inimesed, kes osalesid raskes v\u00f5istluses koos, muutuvad sageli kolleegideks ning j\u00e4tkavad edukalt t\u00f6\u00f6tavate \u00fclesannete lahendamist. Meiegi oleme seda kogenud: Mihhail Kar\u010devski koos s\u00f5braga meeskonnast l\u00e4ksid \u00fcheskoos t\u00f6\u00f6le samasse ettev\u00f5ttesse, et t\u00f6\u00f6tada soovituss\u00fcsteemi kallal. <\/p>\n<p>Aja jooksul plaanime seda tegevust laiendada teaduslike publikatsioonide ja osalemisega masin\u00f5ppe konverentsidel. Liituge meiega osalejate v\u00f5i ekspertidena Novosibirski \u2014 kirjutage <noindex><a rel=\"nofollow\" href=\"https:\/\/t.me\/ovalur\">mulle<\/a><\/noindex> v\u00f5i <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kirillile<\/a><\/noindex>. Korraldage sarnaseid treeninguid oma linnades ja \u00fclikoolides. <\/p>\n<p>Siin on v\u00e4ike abivahend, mis aitab esimesi samme astuda:<\/p>\n<ol>\n<li>M\u00f5elge v\u00e4lja mugav koht ja aeg regulaarseteks treeninguteks. Optimaalne \u2014 1-2 korda n\u00e4dalas.<\/li>\n<li>Kirjutage potentsiaalselt huvitavatele osalejatele esimesest kohtumisest. Eelk\u00f5ige on need tehniliste \u00fclikoolide \u00fcli\u00f5pilased, ODS osalejad.<\/li>\n<li>Looge vestlusruum jooksvaid asju arutamiseks: Telegram, VK, WhatsApp v\u00f5i m\u00f5ni muu enamikule mugav suhtlemisprogramm.<\/li>\n<li>K\u00e4ivitage avalik \u00f5ppet\u00f6\u00f6 plaan, osalejate ning konkursside nimekiri, j\u00e4lgige tulemusi.<\/li>\n<li>Leidke kohalikest \u00fclikoolidest, teadusinstituutidest v\u00f5i ettev\u00f5tetest vabade arvutusv\u00f5imsuste v\u00f5i toetuste v\u00f5imalusi.<\/li>\n<li>PROFIT!<\/li>\n<\/ol>\n<p>Allikas: 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-novosti-interneta"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta 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