{"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\/novosti-interneta\/kak-ya-organizoval-trenirovki-po-mashinnomu-obucheniyu-v-ngu","title":{"rendered":"Si organizova st\u00ebrvitjet p\u00ebr m\u00ebsimin e makinerive n\u00eb NSU","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Un\u00eb quhem Sasha dhe m\u00eb p\u00eblqen m\u00ebsimi i makinerive, si dhe m\u00ebsimi i njer\u00ebzve. Aktualisht udh\u00ebheq programet edukative n\u00eb qendr\u00ebn e Shkenc\u00ebs Kompjuterike dhe drejtoj diplom\u00ebn 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 par\u00eb kam qen\u00eb shkenc\u00ebtar: kam kryer modelim matematikor n\u00eb IVT SO RAN.<\/p>\n<p>N\u00eb k\u00ebt\u00eb postim d\u00ebshiroj t\u00eb tregoj se \u00e7far\u00eb rezultati arrit\u00ebm nga ideja e organizimit t\u00eb trajnim\u00ebve p\u00ebr m\u00ebsimin e makinerive p\u00ebr student\u00ebt, t\u00eb diplomuarit e Universitetit Shtet\u00ebror t\u00eb Novosibirskut dhe t\u00eb gjith\u00eb d\u00ebshmitar\u00ebt.<\/p>\n<p><img decoding=\"async\" alt=\"Si organizova st\u00ebrvitjet p\u00ebr m\u00ebsimin e makinerive 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>Disa koh\u00eb m\u00eb par\u00eb, kisha d\u00ebshir\u00eb t\u00eb organizoja nj\u00eb kurs t\u00eb ve\u00e7ant\u00eb p\u00ebr p\u00ebrgatitjen p\u00ebr garat n\u00eb analiz\u00ebn e t\u00eb dh\u00ebnave n\u00eb Kaggle dhe platformat e tjera. Kjo dukej si nj\u00eb ide e shk\u00eblqyer:<\/p>\n<ul>\n<li>Student\u00ebt dhe t\u00eb gjith\u00eb d\u00ebshmitar\u00ebt do t\u00eb aplikonin n\u00eb praktik\u00eb njohurit\u00eb teorike, duke fituar eksperienc\u00eb n\u00eb zgjidhjen e problemeve n\u00eb garat publike.<\/li>\n<li>Student\u00ebt q\u00eb z\u00ebn\u00eb vende n\u00eb majat e till\u00eb t\u00eb garave ndikojn\u00eb pozitivisht n\u00eb t\u00ebrheqjen e aplikant\u00ebve, student\u00ebve dhe t\u00eb diplomuarve n\u00eb NSU. Trajnimet p\u00ebr programimin sportiv ndodhin n\u00eb t\u00eb nj\u00ebjt\u00ebn m\u00ebnyr\u00eb.<\/li>\n<li>Nj\u00eb kurs i till\u00eb i ve\u00e7ant\u00eb plot\u00ebson dhe zgjeron njohurit\u00eb themelore: pjes\u00ebmarr\u00ebsit realizojn\u00eb vet\u00eb modelet e m\u00ebsimit t\u00eb makinerive, shpesh bashkohen n\u00eb ekipe q\u00eb konkurrojn\u00eb n\u00eb nivelin global. <\/li>\n<li>Universitete t\u00eb tjera kan\u00eb kryer t\u00eb tilla trajtime, k\u00ebshtu q\u00eb kisha shpres\u00eb p\u00ebr suksesin e kursit t\u00eb ve\u00e7ant\u00eb edhe n\u00eb NSU. <\/li>\n<\/ul>\n<p><\/p>\n<h2>Fillimi<\/h2>\n<p>\nN\u00eb Akademgorodok t\u00eb Novosibirskut, ka nj\u00eb terren shum\u00eb t\u00eb favorsh\u00ebm p\u00ebr iniciativat e tilla: student\u00eb, t\u00eb diplomuar dhe m\u00ebsues t\u00eb qendr\u00ebs s\u00eb Shkenc\u00ebs Kompjuterike dhe fakulteteve t\u00eb forta teknike, si\u00e7 jan\u00eb FIT, MMF, FF, mb\u00ebshtetje e fuqishme nga administrata e NSU, nj\u00eb komunitet aktiv ODS, inxhinier\u00eb dhe analist\u00eb t\u00eb p\u00ebrvojsh\u00ebm nga kompani t\u00eb ndryshme IT. Rreth asaj kohe, mor\u00ebm lajme mbi 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 garat e ML sportive.<\/p>\n<p>Gjet\u00ebm nj\u00eb audienc\u00eb n\u00eb NSU p\u00ebr takime javore, krijuam nj\u00eb grup n\u00eb Telegram dhe nga 1 tetori filluam s\u00eb bashku me student\u00ebt dhe t\u00eb diplomuarit e qendr\u00ebs CS. N\u00eb seanc\u00ebn e par\u00eb erdh\u00ebn 19 veta. Gjasht\u00eb prej tyre u b\u00ebn\u00eb pjes\u00ebmarr\u00ebs t\u00eb rregullt t\u00eb trajnim\u00ebve. Gjat\u00eb vitit akademik, 31 veta erdh\u00ebn t\u00eb pakt\u00ebn nj\u00eb her\u00eb n\u00eb takim.<\/p>\n<h2>Rezultatet e para<\/h2>\n<p>\nNe u njoh\u00ebm me djemt\u00eb, nd\u00ebrruam p\u00ebrvojat, diskutuan garat dhe planin e p\u00ebraf\u00ebrt p\u00ebr t\u00eb ardhmen. Shum\u00eb 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, e ngarkuar, e ngjashme me nj\u00eb pun\u00eb me koh\u00eb t\u00eb plot\u00eb q\u00eb nuk pagohet, por \u00ebsht\u00eb shum\u00eb interesante dhe emocionuese \ud83d\ude42 Nj\u00ebri nga pjes\u00ebmarr\u00ebsit, Kaggle-master Maksim, na k\u00ebshilloi q\u00eb fillimisht t\u00eb avancojm\u00eb n\u00eb konkurset individuale, dhe vet\u00ebm pas disa jav\u00ebsh, t\u00eb bashkohemi n\u00eb ekipe, duke marr\u00eb parasysh skorin publik. Ne e b\u00ebm\u00eb k\u00ebt\u00eb! N\u00eb trajnimet fizike diskutonim p\u00ebr modelet, artikujt shkencor\u00eb dhe nuancat e bibliotekave Python, duke zgjidhur 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 t\u00eb 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 keger\u00ebt e p\u00ebrvojsh\u00ebm). <\/p>\n<p>Nj\u00eb rezultat tjet\u00ebr shum\u00eb i r\u00ebnd\u00ebsish\u00ebm indirekt i kursit t\u00eb ve\u00e7ant\u00eb ishte krijimi dhe konfigurimi i klasterit VKI t\u00eb NSU. Kapacitetet e tij llogarit\u00ebse p\u00ebrmir\u00ebsuan ndjesh\u00ebm jet\u00ebn ton\u00eb konkurruese: 40 CPU, 755Gb RAM, 8 GPU NVIDIA Tesla V100.<\/p>\n<p><img decoding=\"async\" alt=\"Si organizova st\u00ebrvitjet p\u00ebr m\u00ebsimin e makinerive n\u00eb NSU\" src=\"\/wp-content\/uploads\/2019\/06\/b07f98b07c0cd4c52ceb93643d853f95.jpgraw=1\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPara k\u00ebsaj, mbijetuam si mund\u00ebm: llogarit\u00ebm n\u00eb laptop\u00ebt dhe desktop\u00ebt tan\u00eb, n\u00eb Google Colab dhe n\u00eb Kotlin-kernels. Nj\u00eb ekip madje kishte nj\u00eb skript t\u00eb shkruar vet\u00eb, i cili automatikisht ruante modelin dhe riniste llogaritjen q\u00eb ishte ndalur p\u00ebr shkak t\u00eb limitit t\u00eb koh\u00ebs.<\/p>\n<p>N\u00eb semestrin e pranver\u00ebs vazhdim t\u00eb mblidhemi, nd\u00ebrronim gjetjet e suksesshme dhe flisnim p\u00ebr zgjidhjet tona t\u00eb garave. Filloi t\u00eb na bashkoheshin pjes\u00ebmarr\u00ebs t\u00eb rinj t\u00eb interesuar. Gjat\u00eb semestrit t\u00eb pranver\u00ebs arrit\u00ebm t\u00eb fitonim nj\u00eb ar, tre argjend\u00eb dhe n\u00ebnt\u00eb bronza n\u00eb tet\u00eb konkurse 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 prononceve gjinore<\/a><\/noindex>, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/c\/humpback-whale-identification\/\">Identifikimi i Baleve<\/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\">Pikat turistike t\u00eb 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>, vend t\u00eb tret\u00eb n\u00eb Changellenge&gt;&gt;Cup dhe vend t\u00eb par\u00eb (p\u00ebrs\u00ebri in the money) n\u00eb gar\u00ebn e m\u00ebsimit t\u00eb makinerive 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 trajnim\u00ebve<\/h2>\n<p>\n<noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/suvalex\">Mikhail Karchovskiy<\/a><\/noindex> <br \/>\n\"Jam shum\u00eb i lumtur q\u00eb nj\u00eb aktivitet i till\u00eb po zhvillohet k\u00ebtu n\u00eb Siberi, sepse mendoj se pjes\u00ebmarrja n\u00eb konkurse \u00ebsht\u00eb m\u00ebnyra m\u00eb e shpejt\u00eb p\u00ebr t\u00eb zot\u00ebruar ML. P\u00ebr k\u00ebto konkurse pajisjet jan\u00eb mjaft t\u00eb shtrenjta p\u00ebr t'u bler\u00eb vet\u00eb, por k\u00ebtu mund t\u00eb provosh idet\u00eb falas.\"<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kirill Brodt<\/a><\/noindex> <br \/>\n\u00abPara paraqitjen e trajnimeve n\u00eb ML, un\u00eb nuk kam marr\u00eb pjes\u00eb n\u00eb garat p\u00ebrve\u00e7 atyre m\u00ebsimore dhe atyre indike: nuk kisha ndonj\u00eb kuptim, pasi punoja n\u00eb fush\u00ebn e ML dhe isha i njohur me t\u00eb. Gjat\u00eb semestrit t\u00eb par\u00eb isha si d\u00ebgjues. Por duke filluar nga semestri i dyt\u00eb, sapo u shfaq\u00ebn resurset kompjuterike, mendoja, pse t\u00eb mos marr pjes\u00eb. Dhe kjo m\u00eb t\u00ebrheq. Problemi, t\u00eb dh\u00ebnat dhe metrikat jan\u00eb p\u00ebrgatitur p\u00ebr ty, merr dhe p\u00ebrdor t\u00eb gjith\u00eb fuqin\u00eb e ML, kontrollo modelet dhe teknikat state-of-the-art. N\u00ebse nuk do ishin trajnimet dhe, po ashtu e r\u00ebnd\u00ebsishme, resurset kompjuterike, nuk do kisha filluar s\u00eb shpejti t\u00eb merrja pjes\u00eb\u00bb.<\/p>\n<p><noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/andrewshevelev\">Andrei Shevelev<\/a><\/noindex><br \/>\n\u00abTrajnimet e drejtp\u00ebrdrejta t\u00eb ML m\u00eb ndihmuan t\u00eb gjej bashk\u00ebpun\u00ebtor\u00eb me t\u00eb cil\u00ebt kam arritur t\u00eb thelloj njohurit\u00eb e mia n\u00eb fush\u00ebn e m\u00ebsimit t\u00eb makinerive 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 t\u00eb p\u00ebrvet\u00ebsuar n\u00eb m\u00ebnyr\u00eb autonome dhe p\u00ebr t\u00eb hyr\u00eb n\u00eb temat e garave, por prap\u00ebseprap\u00eb duan t\u00eb jen\u00eb n\u00eb lidhej.\u00bb.<\/p>\n<h2>Bashkohuni me ne<\/h2>\n<p>\nGarash\u00ebt n\u00eb Kaggle dhe platforma t\u00eb tjera p\u00ebrmir\u00ebsojn\u00eb aft\u00ebsit\u00eb praktike dhe shpejt konvertohen n\u00eb pun\u00eb interesante n\u00eb fush\u00ebn e shkenc\u00ebs s\u00eb t\u00eb dh\u00ebnave. Njer\u00ebzit q\u00eb jan\u00eb marr\u00eb pjes\u00eb s\u00eb bashku n\u00eb gara t\u00eb v\u00ebshtira shpesh b\u00ebhen koleg\u00eb dhe vazhdojn\u00eb t\u00eb zgjidhin detyra t\u00eb tjera t\u00eb pun\u00ebs. Kjo ka ndodhur edhe me ne: Mikhail Karchveski dhe nj\u00eb shok nga ekipi kaluan n\u00eb pun\u00eb n\u00eb t\u00eb nj\u00ebjt\u00ebn kompani p\u00ebr nj\u00eb sistem rekomandues. <\/p>\n<p>Me kalimin e koh\u00ebs, ne planifikojm\u00eb t\u00eb zgjerojm\u00eb k\u00ebt\u00eb aktivitet me publikime shkencore dhe pjes\u00ebmarrje n\u00eb konferenca p\u00ebr m\u00ebsimin e makinerive. Bashkohuni me ne si pjes\u00ebmarr\u00ebs ose ekspert\u00eb n\u00eb Novosibirsk \u2014 shkruani <noindex><a rel=\"nofollow\" href=\"https:\/\/t.me\/ovalur\">informoni.<\/a><\/noindex> ose <noindex><a rel=\"nofollow\" href=\"https:\/\/www.kaggle.com\/kbrodt\">Kirilit<\/a><\/noindex>. Organizoni trajtime 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 nj\u00eb vend dhe koh\u00eb t\u00eb p\u00ebrshtatshme p\u00ebr takimet e rregullta. Optimumi \u2014 1-2 her\u00eb n\u00eb jav\u00eb.<\/li>\n<li>Shkruani pjes\u00ebmarr\u00ebsve t\u00eb mundsh\u00ebm p\u00ebr takimin e par\u00eb. N\u00eb radh\u00eb t\u00eb par\u00eb, k\u00ebta jan\u00eb student\u00eb t\u00eb universiteteve teknike, pjes\u00ebmarr\u00ebs t\u00eb ODS.<\/li>\n<li>Krijoni nj\u00eb chat p\u00ebr diskutimin e \u00e7\u00ebshtjeve aktuale: Telegram, VK, WhatsApp ose \u00e7do mesazh tjet\u00ebr t\u00eb p\u00ebrshtatsh\u00ebm p\u00ebr shumic\u00ebn.<\/li>\n<li>Merrni nj\u00eb plan t\u00eb hapur t\u00eb aktivitetit, lista e garave dhe pjes\u00ebmarr\u00ebsve, ndihmoni n\u00eb ndjekjen e rezultateve.<\/li>\n<li>N\u00eb universitetet e af\u00ebrta, institute shkencore ose kompani, gjeni burime 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 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