{"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\/news\/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>Mina nimi on Sasha ja ma armastan masin\u00f5pet ning inimeste \u00f5petamist. Praegu juhin hariduse programme Computer Science keskuses ja juhin andmeanal\u00fc\u00fcsi bakalaureuse\u00f5pet Saint Peterburis. Enne seda t\u00f6\u00f6tasin anal\u00fc\u00fctikuna Yandexis ja veel varem teadlasena, tegin matemaatilisi modelleerimist\u00f6id RAN-IWT-s.<\/p>\n<p>Sellest postitusest tahan r\u00e4\u00e4kida, mis tuli v\u00e4lja ideest alustada masin\u00f5ppe treeninguid Novosibirski Riikliku \u00dclikooli \u00fcli\u00f5pilastele, l\u00f5petajatele ja k\u00f5igile huvilistele.<\/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 tahtnud korraldada erikursust andmeanal\u00fc\u00fcsi v\u00f5istlusteks Kaggle'is ja teistel platvormidel. See tundus suurep\u00e4rase ideena:<\/p>\n<ul>\n<li>\u00dcli\u00f5pilased ja k\u00f5ik huvilised saavad praktiliselt rakendada teoreetilisi teadmisi ning kogeda probleemide lahendamist avalikes konkurssides.<\/li>\n<li>\u00dcli\u00f5pilased, kes saavutavad k\u00f5rgeid kohti sellistel konkursitel, m\u00f5juvad positiivselt Novosibirski Riikliku \u00dclikooli atraktiivsusele tulevasteatud, \u00fcli\u00f5pilastele ja l\u00f5petajatele. Samamoodi toimub ka sportliku programmeerimise treeningutel.<\/li>\n<li>Selline erikursus t\u00e4iendab ja laiendab suurep\u00e4raselt p\u00f5hiteadmisi: osalejad rakendavad iseseisvalt masin\u00f5ppe mudeleid, tihti koondudes meeskondadesse, kes konkureerivad maailmas. <\/li>\n<li>Teistes \u00fclikoolides on juba selliseid treeninguid korraldatud, seega lootsin, et erikursus on edukas ka Novosibirski Riiklikus \u00dclikoolis. <\/li>\n<\/ul>\n<p><\/p>\n<h2>K\u00e4ivitamine<\/h2>\n<p>\nAkademgorodokis Novosibirski linnas on selliste algatuste jaoks v\u00e4ga soodne pinnase: \u00fcli\u00f5pilased, l\u00f5petajad ja \u00f5petajad Computer Science keskuse ning tugevate tehniliste teaduskondade, nagu FIT, MMF, FF, tugev toetus Novosibirski Riikliku \u00dclikooli administratsioonilt, aktiivne ODS-\u00e4ri\u00fchenduse kogukond ning kogenud insenerid ja anal\u00fc\u00fctikud erinevates IT-ettev\u00f5tetes. Umbes sel ajal saime teada ka \u00fcle ainult uurimisprogrammist. <noindex><a rel=\"nofollow\" href=\"https:\/\/codeforces.com\/blog\/entry\/61637\">Botan Investments<\/a><\/noindex> \u2014 fond toetab meeskondi, kes n\u00e4itavad head tulemust sportlikus masin\u00f5ppes.<\/p>\n<p>Leidsime Novosibirski Riiklikus \u00dclikoolis auditoriumid igan\u00e4dalasteks kohtumisteks, l\u00f5ime Telegramis grupi ja alates 1. oktoobrist alustasime koos CS keskuse \u00fcli\u00f5pilaste ja l\u00f5petajatega. Esimesele loengule tuli 19 inimest. Kuus neist on saanud regulaarseteks treeningute osalejateks. Kogu \u00f5ppeaasta jooksul on v\u00e4hemalt \u00fcks kord kohtumisele tulnud 31 inimest.<\/p>\n<h2>Esimesed tulemused<\/h2>\n<p>\nMe ja mu kolleegidega tutvusime, jagasime kogemusi, arutasime v\u00f5istlusi ja umbkaudset tulevikukava. Saime \u00fcsna kiiresti aru, et andmeanal\u00fc\u00fcsi v\u00f5istluste kohtade nimel v\u00f5itlemine on regulaarne v\u00e4sitav t\u00f6\u00f6, mis sarnaneb tasustamata t\u00e4iskohaga t\u00f6\u00f6le, kuid on erakordselt huvitav ja p\u00f5nev \ud83d\ude42 \u00dcks osaleja, Kaggle master Maksim, soovitas meil k\u00f5igepealt osaleda v\u00f5istlustes individuaalselt ja alles seej\u00e4rel, p\u00e4rast mitmeid n\u00e4dalaid, liituda meeskondadega, arvestades avalikku skoori. Me tegime just nii! Kohtumistel arutasime mudeleid, teadusartikleid ja Python'i raamatukogude n\u00fcansse, lahendasime koos probleeme. <\/p>\n<p>S\u00fcgissemester t\u00f5i kaasa kolm h\u00f5bedat kahes v\u00f5istluses Kaggle'is: <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/tgs-salt-identification-challenge%EF%BB%BF\">TGS Soola Tuvastamise<\/a><\/noindex> ja <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/PLAsTiCC-2018\">PLAsTiCC Astronoomiline Klassifikatsioon<\/a><\/noindex>. Ja \u00fcks kolmas koht CFT v\u00f5istlusel tr\u00fckivigade parandamises koos meie esimeste teenitud rahaauhindadega (in the money, nagu \u00fctlevad kogenud k\u00fctilikud). <\/p>\n<p>Teiseks v\u00e4ga oluliseks kaudseks tulemuseks erikursuse jaoks oli VKI NSU kasti k\u00e4ivitamine ja seadistamine. Selle arvutusv\u00f5imsus parandas meie v\u00f5istluslikku elu m\u00e4rgatavalt: 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 \/>\nSeni pidasime vastu, kuidas suutsime: arvutasime oma s\u00fclearvutites ja lauaarvutites, Google Colabis ja Kaggle-kernelites. \u00dchel meeskonnal oli isegi isetehtud skript, mis salvestas mudeli automaatselt ja taask\u00e4itis arvutuse, mis oli ajapiirangu t\u00f5ttu peatatud.<\/p>\n<p>Kevadsemester j\u00e4tkuks meie kogunemiste, edukaid leidude jagamiste ja oma lahenduste arutamisega. Meie juurde tulid uued huvitatud osalejad. Kevadsemestri jooksul saime \u00fche kulda, kolm h\u00f5bedat ja \u00fcheksa pronksit kaheksas Kaggle'i v\u00f5istluses: <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\">Soojalaste ases\u00f5nu lahendamine<\/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 Maam\u00e4rgid<\/a><\/noindex> ja teised, pronks Recco challenge <noindex><a rel=\"nofollow\" href=\"https:\/\/boosters.pro\/championship\/rekko_challenge\">, kolmas koht Changellenge&gt;&gt;Cup'is ja esimene koht (taas in the money) masin\u00f5ppe v\u00f5istlusel<\/a><\/noindex>programmeerimise meistriv\u00f5istlustel <noindex><a rel=\"nofollow\" href=\"https:\/\/yandex.ru\/championship\/\">Yandex'i korraldatud.<\/a><\/noindex> Mida \u00fctlevad treeningute osalejad<\/p>\n<h2>Mihhail Kar\u010devski<\/h2>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/suvalex\">\u00abMul on v\u00e4ga hea meel, et sellist tegevust tehakse meil Siberis, kuna arvan, et v\u00f5istlustes osalemine on k\u00f5ige kiirem viis ML-iga tutvumiseks. Sellised v\u00f5istlused vajavad piisavalt kallist riistvara, et ise osta, aga siin saab ideid tasuta proovida.\u00bb<\/a><\/noindex> <br \/>\n\u201eMul on v\u00e4ga hea meel, et selline tegevus toimub meil Siberis, sest arvan, et osalemine v\u00f5istlustel on k\u00f5ige kiirem viis ML-i omandamiseks. Selliste konkurside jaoks on seadmed iseseisvalt ostmiseks piisavalt kallid, kuid siin saab ideid tasuta proovida.\u201c<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kirill Brodt<\/a><\/noindex> <br \/>\n\u00abEnne ML-treeningute toimumist ei olnud mul erilist soovi konkursidel osaleda, v\u00e4lja arvatud \u00f5ppe- ja India v\u00f5istlustel: ei n\u00e4inud selles m\u00f5tet, kuna minu t\u00f6\u00f6 oli tehisintellekti valdkonnas ning olin selle valdkonnaga tuttav. Esimesel semestril k\u00e4isin kuulajana. Alates teisest semestrist, kui arvutusressursid ilmusid, m\u00f5tlesin, et miks mitte osaleda. See haaras mind. \u00dclesande, andmete ja m\u00f5\u00f5dikud olid sinu eest v\u00e4lja m\u00f5eldud ja valmis pandud, kasuta lihtsalt kogu tehisintellekti j\u00f5ud, proovi state-of-the-art mudeleid ja tehnikaid. Kui ei oleks olnud treeningutest ja, mis on samuti oluline, arvutusressurssidest, ei oleks ma kaua aega osalenud.\u00bb<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/andrewshevelev\">Andrei \u0160eveljev<\/a><\/noindex><br \/>\n\u00abIsiklikud ML-treeningud aitasid mul leida m\u00f5ttekaaslasi, kellega koos suutsime s\u00fcvendada oma teadmisi masin\u00f5ppe ja andmeanal\u00fc\u00fcsi valdkonnas. See on ka suurep\u00e4rane v\u00f5imalus neile, kellel pole palju vaba aega iseseisvaks teemasse s\u00fcvenemiseks, kuid kes siiski tahavad kursis olla.\u00bb<\/p>\n<h2>Liitu meiega<\/h2>\n<p>\nKaggle'i ja teiste platvormide v\u00f5istlused lihvivad praktilisi oskusi ja muunduvad kiiresti p\u00f5nevaks t\u00f6\u00f6ks andeteaduse valdkonnas. Inimesed, kes osalevad koos keerulisel v\u00f5istlusel, saavad sageli kolleegideks ja j\u00e4tkavad juba t\u00f6\u00f6\u00fclesannete edukat lahendamist. See on juhtunud ka meie puhul: Mihhail Kar\u010devski ja ta s\u00f5ber meeskonnast on l\u00e4inud t\u00f6\u00f6tama \u00fchte ettev\u00f5ttesse soovituss\u00fcsteemi kallale. <\/p>\n<p>Aja jooksul plaanime seda tegevust laiendada teaduspublikatsioonide ja masin\u00f5ppe konverentside osalusega. Liitu meiega osalejate v\u00f5i ekspertidena Novosibirskis \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 abimees, mis aitab esimesi samme astuda:<\/p>\n<ol>\n<li>M\u00f5tle korralikule kohale ja ajale regulaarseteks treeninguteks. Optimaalne \u2014 1-2 korda n\u00e4dalas.<\/li>\n<li>Kirjuta potentsiaalsetele osalejatele esimesest kohtumisest. Eelk\u00f5ige on need tehniliste \u00fclikoolide tudengid, ODSi osalejad.<\/li>\n<li>Loo arutelugrupp jooksvaid asju arutada: Telegram, VK, WhatsApp v\u00f5i m\u00f5ni muu enamikule mugav s\u00f5numitooja.<\/li>\n<li>Pidage avalikku treeningplaani, v\u00f5istluste ja osalejate nimekirja, j\u00e4lgige tulemusi.<\/li>\n<li>Leia \u00fclikoolide, teadusinstituutide v\u00f5i ettev\u00f5tete seas, et leida vabu arvutusressursse v\u00f5i nendele m\u00f5eldud toetusi.<\/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-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - 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