{"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\/sq\/blog\/news\/kak-ya-organizoval-trenirovki-po-mashinnomu-obucheniyu-v-ngu","title":{"rendered":"Si i organizova trajnimet p\u00ebr machine learning n\u00eb NSU","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>M\u00eb quajn\u00eb Sasha dhe kam nj\u00eb pasion p\u00ebr m\u00ebsimin e makineris\u00eb, si dhe p\u00ebr edukimin e njer\u00ebzve. Tani drejtoj programe edukative n\u00eb qendr\u00ebn e Shkencave Kompjuterike dhe udh\u00ebheq diplomimin n\u00eb analiz\u00ebn e t\u00eb dh\u00ebnave n\u00eb SPbGU. Para k\u00ebsaj kam punuar si analist n\u00eb Yandex, dhe m\u00eb her\u00ebt kam qen\u00eb shkenc\u00ebtar, duke u marr\u00eb me modelimin matematikor n\u00eb IVT RAS.<\/p>\n<p>N\u00eb k\u00ebt\u00eb post d\u00ebshiroj t\u00eb flas p\u00ebr at\u00eb q\u00eb ka dal\u00eb nga ideja e nisjes s\u00eb trajnimeve p\u00ebr m\u00ebsimin e makineris\u00eb p\u00ebr student\u00ebt, absolvent\u00ebt e Universitetit t\u00eb Shtetit Novosibirsk dhe t\u00eb gjith\u00eb t\u00eb interesuarit.<\/p>\n<p><img decoding=\"async\" alt=\"Si i organizova trajnimet p\u00ebr machine learning n\u00eb 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>Koh\u00eb m\u00eb par\u00eb kam pasur d\u00ebshir\u00eb t\u00eb organizoj nj\u00eb kurs special p\u00ebr p\u00ebrgatitjen p\u00ebr kompeticionet n\u00eb analiz\u00ebn e t\u00eb dh\u00ebnave n\u00eb Kaggle dhe platforma t\u00eb tjera. Kjo dukej si nj\u00eb ide e shk\u00eblqyer:<\/p>\n<ul>\n<li>Student\u00ebt dhe t\u00eb gjith\u00eb t\u00eb interesuarit do t\u00eb aplikojn\u00eb n\u00eb praktik\u00eb njohurit\u00eb teorike, do t\u00eb fitojn\u00eb p\u00ebrvoj\u00eb n\u00eb zgjidhjen e problemeve n\u00eb kompeticionet publike.<\/li>\n<li>Student\u00ebt q\u00eb arrijn\u00eb vende n\u00eb kreun e k\u00ebtyre kompeticioneve ndihmojn\u00eb shum\u00eb n\u00eb t\u00ebrheqjen e student\u00ebve t\u00eb rinj n\u00eb NSU, si dhe n\u00eb mb\u00ebshtetje p\u00ebr absolvent\u00ebt. Me trajnime p\u00ebr programimin sportiv ndodhin t\u00eb nj\u00ebjtat efekte.<\/li>\n<li>Ky kurs special kompleton dhe zgjerohet njohurit\u00eb themelore: pjes\u00ebmarr\u00ebsit realizojn\u00eb vet\u00eb modelet e m\u00ebsimit t\u00eb makineris\u00eb, shpesh bashk\u00ebpunojn\u00eb n\u00eb ekipe q\u00eb konkurrojn\u00eb n\u00eb nivelin bot\u00ebror. <\/li>\n<li>Universitete t\u00eb tjera kan\u00eb zhvilluar tashm\u00eb k\u00ebto trajnime, prandaj shpresoja p\u00ebr suksesin e kursit special edhe n\u00eb NSU. <\/li>\n<\/ul>\n<p><\/p>\n<h2>Nisja<\/h2>\n<p>\nN\u00eb Akademgorodok t\u00eb Novosibirskut ka nj\u00eb klim\u00eb shum\u00eb t\u00eb favorshme p\u00ebr iniciativa t\u00eb tilla: student\u00eb, absolvent\u00eb dhe pedagog\u00eb t\u00eb qendr\u00ebs s\u00eb Shkencave Kompjuterike si dhe fakulteteve t\u00eb forta teknike, p\u00ebr shembull, FIT, MMF, FF, mb\u00ebshtetje e fuqishme nga administrata e NSU, nj\u00eb komun\u00eb aktive ODS, inxhinier\u00eb dhe analist\u00eb t\u00eb p\u00ebrvoj\u00eb nga kompani t\u00eb ndryshme IT. Diku rreth atij momenti ne u informuam p\u00ebr programin e granteve nga <noindex><a rel=\"nofollow\" href=\"https:\/\/codeforces.com\/blog\/entry\/61637\">Botan Investments<\/a><\/noindex> \u2014 fondi mb\u00ebshtet ekipet q\u00eb tregojn\u00eb rezultate t\u00eb mira n\u00eb kompeticione t\u00eb m\u00ebsimit t\u00eb makineris\u00eb sportiv.<\/p>\n<p>Gjet\u00ebm nj\u00eb audienc\u00eb n\u00eb NSU p\u00ebr takime javore, krijuam nj\u00eb grup n\u00eb Telegram dhe q\u00eb nga 1 tetori filluam s\u00eb bashku me student\u00ebt dhe absolvent\u00ebt e qendr\u00ebs CS. N\u00eb m\u00ebsimin e par\u00eb erdh\u00ebn 19 persona. Gjasht\u00eb nga ata u b\u00ebn\u00eb pjes\u00ebmarr\u00ebs t\u00eb rregullt n\u00eb trajnime. Gjat\u00eb vitit shkollor, 31 persona e vizituan takimin t\u00eb pakt\u00ebn nj\u00eb her\u00eb.<\/p>\n<h2>Rezultatet e para<\/h2>\n<p>\nKam un\u00eb dhe shok\u00ebt e mi u njoh\u00ebm, shk\u00ebmbyem p\u00ebrvoja, diskutuam mbi garat dhe nj\u00eb plan t\u00eb p\u00ebrgjithsh\u00ebm p\u00ebr t\u00eb ardhmen. Shpejt kuptuam se gara p\u00ebr vendet n\u00eb garat e analiz\u00ebs s\u00eb t\u00eb dh\u00ebnave \u00ebsht\u00eb nj\u00eb pun\u00eb e rregullt dhe e lodhshme, e ngjashme me nj\u00eb pun\u00eb me koh\u00eb t\u00eb plot\u00eb q\u00eb nuk paguhet, por shum\u00eb interesante dhe emocionuese \ud83d\ude42 Nj\u00eb nga pjes\u00ebmarr\u00ebsit, masteri i Kaggle Maximi, na k\u00ebshilloi q\u00eb t\u00eb p\u00ebrparonim fillimisht n\u00eb gara individuale dhe vet\u00ebm pas disa jav\u00ebsh t\u00eb bashkoheshim n\u00eb ekipe, duke marr\u00eb parasysh rezultatin publik. K\u00ebshtu e b\u00ebm\u00eb! N\u00eb st\u00ebrvitjet fizike diskutuam modele, artikuj shkencor\u00eb dhe holl\u00ebsi t\u00eb bibliotekave Python, zgjidhnim problemet s\u00eb bashku. <\/p>\n<p>Rezultatet e semestrit t\u00eb vjesht\u00ebs ishin tre argjend\u00eb n\u00eb dy garat n\u00eb Kaggle: <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/tgs-salt-identification-challenge%EF%BB%BF\">Identifikimi i Krip\u00ebs TGS<\/a><\/noindex> dhe <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/PLAsTiCC-2018\">Klasifikimi Astronomik PLAsTiCC<\/a><\/noindex>. Dhe nj\u00eb vend i tret\u00eb n\u00eb konkursin CFT p\u00ebr korrigjimin e gabimeve me parat\u00eb e para t\u00eb fituara (in the money, si\u00e7 thon\u00eb kegler\u00ebt me p\u00ebrvoj\u00eb). <\/p>\n<p>Nj\u00eb rezultat tjet\u00ebr shum\u00eb i r\u00ebnd\u00ebsish\u00ebm indirekt i kursit t\u00eb specializuar ishte lan\u00e7imi dhe konfigurimi i klasterit VKI NGU. Kapacitetet e tij llogarit\u00ebse ndjesh\u00ebm p\u00ebrmir\u00ebsuan jet\u00ebn ton\u00eb n\u00eb gar\u00eb: 40 CPU, 755Gb RAM, 8 GPU NVIDIA Tesla V100.<\/p>\n<p><img decoding=\"async\" alt=\"Si i organizova trajnimet p\u00ebr machine learning n\u00eb NSU\" src=\"\/wp-content\/uploads\/2019\/06\/b07f98b07c0cd4c52ceb93643d853f95.jpgraw=1\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPara k\u00ebsaj ne mbijetuam si mund\u00ebm: llogarit\u00ebm n\u00eb laptop\u00ebt dhe desktop\u00ebt tan\u00eb, n\u00eb Google Colab dhe n\u00eb Kaggle-kernels. Nj\u00eb ekip madje kishte nj\u00eb skript t\u00eb shkruar nga vet\u00eb q\u00eb automatikisht ruante modelin dhe rilatonte llogaritjet e ndaluara p\u00ebr shkak t\u00eb kufijve t\u00eb koh\u00ebs.<\/p>\n<p>N\u00eb semestrin e pranver\u00ebs vazhduam t\u00eb mblidhemi, t\u00eb shk\u00ebmbenim zbulimet e suksesshme dhe t\u00eb tregojm\u00eb zgjidhjet tona p\u00ebr garat. Filluan t\u00eb vinin pjes\u00ebmarr\u00ebs t\u00eb rinj t\u00eb interesuar. Gjat\u00eb semestrit t\u00eb pranver\u00ebs arrit\u00ebm t\u00eb merrnim nj\u00eb ar, tre argjend\u00eb dhe n\u00ebnt\u00eb bronza n\u00eb tet\u00eb gara n\u00eb 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\">Zgjidhja e pronove gjinore<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/humpback-whale-identification\/\">Identifikimi i Balenave<\/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\">Landmarket e Google<\/a><\/noindex> dhe t\u00eb tjera, bronz n\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/boosters.pro\/championship\/rekko_challenge\">Recco challenge<\/a><\/noindex>, vendi i tret\u00eb n\u00eb Changellenge&gt;&gt;Cup dhe vendi i par\u00eb (s\u00ebrish in the money) n\u00eb gar\u00ebn p\u00ebr m\u00ebsimin e makinave n\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/yandex.ru\/championship\/\">kampionatin e programimit<\/a><\/noindex> nga Yandex.<\/p>\n<h2>\u00c7far\u00eb thon\u00eb pjes\u00ebmarr\u00ebsit e st\u00ebrvitjeve<\/h2>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/suvalex\">Mikhail Karchenski<\/a><\/noindex> <br \/>\n\u00abJam shum\u00eb i lumtur q\u00eb ka nj\u00eb aktivitete t\u00eb till\u00eb k\u00ebtu n\u00eb Sibiri, sepse mendoj se pjes\u00ebmarrja n\u00eb gara \u00ebsht\u00eb m\u00ebnyra m\u00eb e shpejt\u00eb p\u00ebr t\u00eb m\u00ebsuar ML. P\u00ebr k\u00ebto gara, pajisjet jan\u00eb mjaft t\u00eb shtrenjta p\u00ebr t'u bler\u00eb vet\u00eb, por k\u00ebtu mund t\u00eb provosh ide pa pages\u00eb.\u00bb<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kirill Brodt<\/a><\/noindex> <br \/>\n\u00abPara shpalljes s\u00eb trajnimeve ML, un\u00eb nuk kam marr\u00eb pjes\u00eb shum\u00eb n\u00eb gara p\u00ebrve\u00e7 atyre shkollore dhe atyre indiane: nuk pash\u00eb ndonj\u00eb kuptim n\u00eb k\u00ebt\u00eb, pasi puna ime ishte n\u00eb fush\u00ebn e MO dhe isha i njohur me t\u00eb. N\u00eb semestrin e par\u00eb shkuam si d\u00ebgjues. Por duke filluar nga semestre t\u00eb dyt\u00eb, sapo u shfaq\u00ebn burime p\u00ebrpunuese, mendova, pse t\u00eb mos marr pjes\u00eb. Dhe kjo m\u00eb t\u00ebrheq. Detyra, t\u00eb dh\u00ebnat dhe metrikat ishin menduar dhe p\u00ebrgatitur p\u00ebr ty, merr dhe p\u00ebrdor t\u00eb gjitha fuqit\u00eb e MO, verifiko modelet dhe teknik\u00ebt m\u00eb t\u00eb avancuar. Po t\u00eb mos ishin trajnimet dhe, jo m\u00eb pak e r\u00ebnd\u00ebsishmja, burimet p\u00ebrpunuese, do t\u00eb kisha filluar t\u00eb merrja pjes\u00eb von\u00eb.\u00bb<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/andrewshevelev\">Andrey Shevelev<\/a><\/noindex><br \/>\n\u00abTrajnimet fizike t\u00eb ML m\u00eb ndihmuan t\u00eb gjej bashk\u00ebpun\u00ebtor\u00eb me t\u00eb cil\u00ebt arrit\u00ebm t\u00eb thellojm\u00eb njohurit\u00eb tona n\u00eb fush\u00ebn e m\u00ebsimit t\u00eb makin\u00ebs dhe analiz\u00ebs s\u00eb t\u00eb dh\u00ebnave. Gjithashtu, kjo \u00ebsht\u00eb nj\u00eb mund\u00ebsi e shk\u00eblqyer p\u00ebr ata q\u00eb nuk kan\u00eb shum\u00eb koh\u00eb t\u00eb lir\u00eb p\u00ebr studime t\u00eb pavarura dhe p\u00ebr t'u thelluar n\u00eb tem\u00ebn e garave, por q\u00eb d\u00ebshirojn\u00eb t'i q\u00ebndrojn\u00eb n\u00eb tem\u00eb.\u00bb<\/p>\n<h2>Bashkohuni me ne<\/h2>\n<p>\nKonkurrencat n\u00eb Kaggle dhe platforma t\u00eb tjera kanalizojn\u00eb aft\u00ebsit\u00eb praktike dhe shpejt konvertohen n\u00eb pun\u00eb interesante n\u00eb fush\u00ebn e science t\u00eb t\u00eb dh\u00ebnave. Njer\u00ebzit q\u00eb kan\u00eb marr\u00eb pjes\u00eb s\u00eb bashku n\u00eb nj\u00eb gar\u00eb t\u00eb v\u00ebshtir\u00eb, shpesh b\u00ebhen koleg\u00eb dhe vazhdojn\u00eb t\u00eb zgjidhin me sukses detyrat n\u00eb pun\u00eb. Kjo ka ndodhur edhe me ne: Mikhail Karchevski me nj\u00eb mik nga ekipi kaluan t\u00eb punojn\u00eb n\u00eb nj\u00eb kompani p\u00ebr nj\u00eb sistem rekomandues. <\/p>\n<p>Me kalimin e koh\u00ebs, ne planifikojm\u00eb t\u00eb zgjeronim k\u00ebt\u00eb aktivitet me publikime shkencore dhe pjes\u00ebmarrje n\u00eb konferenca mbi m\u00ebsimin e makin\u00ebs. Bashkohuni me ne si pjes\u00ebmarr\u00ebs ose ekspert\u00eb n\u00eb Novosibirsk \u2014 shkruani <noindex><a rel=\"nofollow\" href=\"https:\/\/t.me\/ovalur\">mua<\/a><\/noindex> ose <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kirilit<\/a><\/noindex>. Organizoni trajnime t\u00eb ngjashme n\u00eb qytetet dhe universitetet tuaja. <\/p>\n<p>Ja nj\u00eb sh\u00ebnim i vog\u00ebl q\u00eb do t'ju ndihmoj\u00eb t\u00eb b\u00ebni hapat e par\u00eb:<\/p>\n<ol>\n<li>Mendoni p\u00ebr nj\u00eb vend dhe koh\u00eb t\u00eb p\u00ebrshtatshme p\u00ebr takime t\u00eb rregullta. Optimumi \u00ebsht\u00eb 1-2 her\u00eb n\u00eb jav\u00eb.<\/li>\n<li>Shkruani pjes\u00ebmarr\u00ebsve potencialisht t\u00eb interesuar p\u00ebr takimin e par\u00eb. Para s\u00eb gjithash, kjo jan\u00eb student\u00ebt e universiteteve teknike, pjes\u00ebmarr\u00ebsit ODS.<\/li>\n<li>Krijoni nj\u00eb bised\u00eb p\u00ebr t\u00eb diskutuar \u00e7\u00ebshtjet aktuale: Telegram, VK, WhatsApp ose ndonj\u00eb mesazhues tjet\u00ebr t\u00eb p\u00ebrshtatsh\u00ebm p\u00ebr shumic\u00ebn.<\/li>\n<li>Mbani nj\u00eb plan t\u00eb hapur t\u00eb aktiviteteve, nj\u00eb list\u00eb t\u00eb garave dhe pjes\u00ebmarr\u00ebsve, ndjekni rezultatet.<\/li>\n<li>N\u00eb universitetet, institutet shkencore ose kompanit\u00eb e af\u00ebrta, gjeni kapacitete kompjuterike t\u00eb lira ose grante p\u00ebr to.<\/li>\n<li>PROFIT!<\/li>\n<\/ol>\n<p>Burimi: 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 - 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