{"id":30085,"date":"2019-10-31T21:33:35","date_gmt":"2019-10-31T18:33:35","guid":{"rendered":"https:\/\/prohoster.info\/blog\/kak-ya-ne-stal-spetsialistom-po-mashinnomu-obucheniyu\/"},"modified":"2019-10-31T21:33:35","modified_gmt":"2019-10-31T18:33:35","slug":"kak-ya-ne-stal-spetsialistom-po-mashinnomu-obucheniyu","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/kak-ya-ne-stal-spetsialistom-po-mashinnomu-obucheniyu","title":{"rendered":"Si nuk u b\u00ebra specialist n\u00eb m\u00ebsimin e makinave","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

T\u00eb gjitha i p\u00eblqejn\u00eb historit\u00eb e suksesit. Dhe n\u00eb Habr\u00eb ka mjaft prej tyre.<\/p>\n

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\u00abSi e mor\u00ebm pun\u00ebn me pag\u00eb prej 300,000 dollar\u00ebsh n\u00eb Silicon Valley\u00bb
\n\u00abSi e mora pun\u00ebn n\u00eb Google\u00bb
\n\u00abSi fitova 200,000 $ n\u00eb mosh\u00ebn 16 vje\u00e7are\u00bb
\n\u00abSi arrita n\u00eb Top AppStore me nj\u00eb aplikacion t\u00eb thjesht\u00eb p\u00ebr kursin e monedhave\u00bb
\n\u00abSi un\u00eb ...\u00bb dhe nj\u00eb mij\u00eb histori t\u00eb tjera t\u00eb ngjashme.<\/p>\n

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\"Si
\nKjo \u00ebsht\u00eb e shk\u00eblqyer q\u00eb nj\u00eb njeri arriti suksesin dhe vendosi ta ndaj\u00eb! E lexon dhe g\u00ebzohesh p\u00ebr t\u00eb. Por shumica e k\u00ebtyre historiave ndajn\u00eb nj\u00eb t\u00eb p\u00ebrbashk\u00ebt: nuk mund t\u00eb p\u00ebrs\u00ebris\u00ebsh rrug\u00ebn e autorit! Ose jeton n\u00eb nj\u00eb koh\u00eb t\u00eb gabuar, ose n\u00eb nj\u00eb vend t\u00eb gabuar, ose ke lindur nj\u00eb djal\u00eb, ose ... <\/p>\n

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Mendoj se historit\u00eb e d\u00ebshtimit shpesh jan\u00eb m\u00eb t\u00eb dobishme n\u00eb k\u00ebt\u00eb drejtim. Thjesht nuk duhet t\u00eb b\u00ebsh at\u00eb q\u00eb b\u00ebri autori. Dhe kjo, pranohet, \u00ebsht\u00eb shum\u00eb m\u00eb e leht\u00eb sesa t\u00eb provosh t\u00eb riprodhosh p\u00ebrvoj\u00ebn e dikujt tjet\u00ebr. Thjesht njer\u00ebzit zakonisht nuk duan t\u00eb ndajn\u00eb k\u00ebto histori. Por un\u00eb do t'i tregoj.<\/p>\n

<\/a><\/noindex><\/p>\n

Kam punuar p\u00ebr shum\u00eb vite n\u00eb integrimin sistemor dhe mb\u00ebshtetje teknike. Disa vjet m\u00eb par\u00eb madje shkova t\u00eb punoja si inxhinier sistemesh n\u00eb Gjermani, p\u00ebr t\u00eb fituar m\u00eb shum\u00eb para. Por fusha e integrimit sistemor nuk m\u00eb kishte frym\u00ebzuar prej koh\u00ebsh, dhe doja t\u00eb ndryshoja drejtim n\u00eb di\u00e7ka m\u00eb fitimprur\u00ebse dhe interesante. Dhe n\u00eb fund t\u00eb vitit 2015, nisa t\u00eb lexoj nj\u00eb artikull n\u00eb Habr\u00eb \u00abNga fizikant\u00eb n\u00eb Data Science (Nga motor\u00ebt e shkenc\u00ebs n\u00eb kancelar\u00ebt e zyrave)\u00bb<\/a><\/noindex>, ku Vladimir p\u00ebrshkruan rrug\u00ebn e tij n\u00eb Data Science. E kuptova: kjo \u00ebsht\u00eb ajo q\u00eb m\u00eb nevojitej. E dija SQL mjaft mir\u00eb dhe m\u00eb interesonte t\u00eb punoja me t\u00eb dh\u00ebna. Sidomos m\u00eb impresiononin grafik\u00ebt si k\u00ebta:<\/p>\n

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\"Si<\/p>\n

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Madje paga minimale n\u00eb k\u00ebt\u00eb fush\u00eb ishte m\u00eb e lart\u00eb se \u00e7do pag\u00eb e m\u00ebparshme q\u00eb kisha pasur ndonj\u00ebher\u00eb. E vendosa fort t\u00eb b\u00ebhem inxhinier n\u00eb m\u00ebsimin e makinerive. Duke ndjekur shembullin e Vladimirit, u regjistrova n\u00eb coursera.org p\u00ebr nj\u00eb specializim prej n\u00ebnt\u00eb kurseve: \u00abData Science\u00bb<\/a><\/noindex>. <\/p>\n

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B\u00ebja nga nj\u00eb kurs n\u00eb muaj. Ishte shum\u00eb i m\u00ebshirsh\u00ebm. N\u00eb \u00e7do kurs p\u00ebrfundova t\u00eb gjitha detyrat derisa arrija rezultatet m\u00eb t\u00eb larta. Paralelisht me k\u00ebt\u00eb, merresha me detyra n\u00eb kaggle, dhe madje arrija t\u00eb realizoja!!! Natyrisht, q\u00eb vendet e \u00e7mimeve nuk ishin p\u00ebr mua, por disa her\u00eb isha n\u00eb 100-t\u00eb. <\/p>\n

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Pas pas pes\u00eb kursesh t\u00eb suksesshme n\u00eb coursera.org dhe nj\u00eb tjet\u00ebr \"Big Data with Apache Spark\" n\u00eb stepik.ru, ndjeva forc\u00ebn brenda meje. E kuptova se po filloja t\u00eb kuptoja tem\u00ebn. Dija se n\u00eb cilat raste duhej t\u00eb p\u00ebrdorja cilat metoda analize. U m\u00ebsova mjaft mir\u00eb me Python dhe bibliotekat e tij. <\/p>\n

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Hapi im tjet\u00ebr ishte analiza e tregut t\u00eb pun\u00ebs. Duhej t\u00eb zbuloja se \u00e7far\u00eb tjet\u00ebr duhet t\u00eb dija p\u00ebr t\u00eb marr\u00eb nj\u00eb pun\u00eb. Cil\u00ebt l\u00ebmi duhet t\u00eb studioja, q\u00eb jan\u00eb t\u00ebrheq\u00ebs p\u00ebr pun\u00ebdh\u00ebn\u00ebsit. Paralelisht me kat\u00ebr kursit e mbetur, doja t\u00eb merrja di\u00e7ka tjet\u00ebr m\u00eb t\u00eb specializuar. Di\u00e7ka q\u00eb nj\u00eb pun\u00ebdh\u00ebn\u00ebs specific do t\u00eb donte ta shihte. Kjo do t\u00eb rris\u00eb mund\u00ebsit\u00eb e mia p\u00ebr t\u00eb gjetur nj\u00eb pun\u00eb si fillestar me njohuri t\u00eb mira, por pa exp\u00e9rience. <\/p>\n

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Hyra n\u00eb nj\u00eb site k\u00ebrkimi pune p\u00ebr t\u00eb kryer analiz\u00ebn time. Por nuk kishte asnj\u00eb pun\u00eb n\u00eb nj\u00eb rreze prej 10 kilometrash. As n\u00eb nj\u00eb rreze prej 25 kilometrash. Dhe as n\u00eb nj\u00eb rreze prej 50 km!!! Si ka mund\u00ebsi? Nuk ka mund\u00ebsi!!! Isha n\u00eb nj\u00eb faqe tjet\u00ebr, pastaj n\u00eb t\u00eb tret\u00ebn... M\u00eb pas hova nj\u00eb hart\u00eb t\u00eb pun\u00ebve dhe pash\u00eb di\u00e7ka t\u00eb till\u00eb:<\/p>\n

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\"Si<\/p>\n

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Doli q\u00eb jetoj n\u00eb qendr\u00ebn e zon\u00ebs anomale t\u00eb papun\u00ebsis\u00eb p\u00ebr ekspert\u00ebt e Python-it n\u00eb Gjermani. Asnj\u00eb pun\u00eb e pranueshme p\u00ebr specialist\u00ebt n\u00eb t\u00eb m\u00ebsuar me makinat, apo p\u00ebr ndonj\u00eb zhvillues t\u00eb Python-it n\u00eb nj\u00eb rreze prej 100 kilometrash!!! Kjo \u00ebsht\u00eb nj\u00eb fiasko, v\u00eblla!!!<\/p>\n

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\"Si<\/p>\n

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Kjo foto p\u00ebrfaq\u00ebson 100% gjendjen time n\u00eb at\u00eb moment. Ishte nj\u00eb goditje n\u00ebn brez q\u00eb ia b\u00ebra vetes. Dhe ishte realisht e dhimbshme...<\/p>\n

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Po, mund t\u00eb shkoja n\u00eb Mynih, Koln ose Berlin \u2013 atje kishte pun\u00eb. Por n\u00eb k\u00ebt\u00eb rrug\u00eb kishte nj\u00eb penges\u00eb t\u00eb madhe.<\/p>\n

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Plani yn\u00eb fillestar p\u00ebr t\u00eb kaluar n\u00eb Gjermani ishte ky: t\u00eb shkoje atje ku t\u00eb pranojn\u00eb. Na ishte krejt\u00ebsisht pa r\u00ebnd\u00ebsi se n\u00eb cilin qytet t\u00eb Gjermanis\u00eb do t\u00eb na d\u00ebrgonte. Hapi tjet\u00ebr \u2013 t\u00eb akomodoheshim, t'i rregullonim t\u00eb gjitha dokumentet dhe t\u00eb p\u00ebrmir\u00ebsonim gjuh\u00ebn. Pastaj t\u00eb iknim n\u00eb nj\u00eb qytet t\u00eb madh, p\u00ebr t\u00eb fituar m\u00eb shum\u00eb. Q\u00ebllimi yn\u00eb fillestar ishte Stuttgart. Nj\u00eb qytet i madh i teknologjis\u00eb n\u00eb jug t\u00eb Gjermanis\u00eb. Dhe jo aq i shtrenjt\u00eb sa Mynihu. Atje \u00ebsht\u00eb ngroht\u00eb dhe rriten rrushi. Ka shum\u00eb biznese industriale, prandaj ka shum\u00eb vende pune me pag\u00eb t\u00eb mir\u00eb. Nj\u00eb nivel i lart\u00eb jetese. Pik\u00ebrisht ajo q\u00eb na nevojitet.<\/p>\n

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\"Si<\/p>\n

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Fati na shp\u00ebtoi n\u00eb nj\u00eb qytet t\u00eb vog\u00ebl n\u00eb qendr\u00ebn e Gjermanis\u00eb me nj\u00eb popullsi prej rreth 100000. Ne u vendos\u00ebm, u adaptuam dhe plot\u00ebsuam t\u00eb gjitha dokumentet. Qyteti doli t\u00eb ishte shum\u00eb i ngroht\u00eb, i past\u00ebr, i gjelb\u00ebr dhe i sigurt. F\u00ebmij\u00ebt shkuan n\u00eb kopshte dhe shkoll\u00eb. T\u00eb gjitha ishin af\u00ebr. Rreth nesh kishte njer\u00ebz shum\u00eb miq\u00ebsor\u00eb. <\/p>\n

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Por n\u00eb k\u00ebt\u00eb p\u00ebrrall\u00eb nuk kishte as pozita p\u00ebr specialist\u00eb n\u00eb m\u00ebsimin e makineris\u00eb, k\u00ebtu as edhe Python nuk kishte nevoj\u00eb p\u00ebr t\u00eb.<\/p>\n

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Un\u00eb dhe gruaja ime filluam t\u00eb diskutojm\u00eb p\u00ebr mund\u00ebsin\u00eb e shp\u00ebrnguljes n\u00eb Stuttgart ose Frankfurt... Un\u00eb fillova t\u00eb k\u00ebrkoja p\u00ebr pozita, t\u00eb shikoja k\u00ebrkesat e pun\u00ebdh\u00ebn\u00ebsve, nd\u00ebrsa gruaja filloi t\u00eb shikonte p\u00ebr nj\u00eb apartament, kopsht dhe shkoll\u00eb. Pas rreth nj\u00eb jave k\u00ebrkimesh, ajo m\u00eb tha: \"E di, un\u00eb nuk dua as n\u00eb Frankfurt, as n\u00eb Stuttgart, as n\u00eb ndonj\u00eb qytet tjet\u00ebr t\u00eb madh. Dua t\u00eb q\u00ebndroj k\u00ebtu.\" <\/p>\n

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Dhe e kuptova se isha plot\u00ebsisht n\u00eb p\u00ebrputhje me t\u00eb. Un\u00eb gjithashtu isha lodhur nga qyteti i madh. Por ndoshta nuk e kuptoja derisa isha n\u00eb Sh\u00ebn Petersburg. Po, qyteti i madh \u00ebsht\u00eb vendi ideal p\u00ebr t\u00eb nd\u00ebrtuar nj\u00eb karrier\u00eb dhe p\u00ebr t\u00eb fituar para. Por jo p\u00ebr nj\u00eb jet\u00eb komode p\u00ebr nj\u00eb familje me f\u00ebmij\u00eb. Dhe p\u00ebr familjen ton\u00eb, ky qytet i vog\u00ebl ishte pik\u00ebrisht ajo q\u00eb na nevojitej. K\u00ebtu kishte gjith\u00e7ka q\u00eb na mungonte n\u00eb Petersburg. <\/p>\n

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\"Si<\/p>\n

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Ne vendos\u00ebm t\u00eb q\u00ebndronim derisa f\u00ebmij\u00ebt tan\u00eb t\u00eb rriteshin. <\/p>\n

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Por, si qenka puna me Python dhe m\u00ebsimin e makineris\u00eb? Dhe gjasht\u00eb muajt q\u00eb kam humbur p\u00ebr gjith\u00e7ka k\u00ebt\u00eb? Ashtu si asgj\u00eb. Nuk ka pozita pran\u00eb! Nuk doja m\u00eb t\u00eb kaloj 3-4 or\u00eb n\u00eb dit\u00eb p\u00ebr t\u00eb shkuar n\u00eb pun\u00eb. K\u00ebshtu kam punuar n\u00eb Petersburg p\u00ebr disa vite: shkoja nga Dybenko n\u00eb Krasnoye Selo, kur ende nuk ishte nd\u00ebrtuar rreth-rrotullimi. Nj\u00eb or\u00eb e gjysm\u00eb atje dhe nj\u00eb or\u00eb e gjysm\u00eb mbrapa. Jeta kalon papritur, dhe ti e sheh vet\u00ebm sht\u00ebpit\u00eb q\u00eb kalojn\u00eb nga dritarja e makin\u00ebs apo mikrobusit. Po, n\u00eb rrug\u00eb mund t\u00eb lexosh, t\u00eb d\u00ebgjosh libra audio dhe gj\u00ebra t\u00eb tilla. Por kjo b\u00ebhet shpejt e m\u00ebrzitshme, dhe pas gjasht\u00eb muajsh nj\u00eb vit, ti thjesht e humb k\u00ebt\u00eb koh\u00eb, duke d\u00ebgjuar radio, muzik\u00eb dhe duke par\u00eb pa q\u00ebllim n\u00eb horizont.<\/p>\n

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Dhe m\u00eb par\u00eb kam pasur d\u00ebshtime. Por p\u00ebr \u00e7do budallak\u00ebri si kjo nuk kisha b\u00ebr\u00eb prej nj\u00eb kohe t\u00eb gjat\u00eb. Vet\u00ebdija se nuk mund t\u00eb gjej nj\u00eb pun\u00eb si inxhinier n\u00eb m\u00ebsimin e makineris\u00eb m\u00eb \u00e7oi nga ekuilibri. Un\u00eb e lash\u00eb \u00e7do kurs. Un\u00eb ndalova plot\u00ebsisht t\u00eb merrem me ndonj\u00eb gj\u00eb. N\u00eb mbr\u00ebmje pija birr\u00eb ose ver\u00eb, ha sal\u00e7i\u00e7ka dhe luaja LoL. K\u00ebshtu kaloi nj\u00eb muaj. <\/p>\n

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N\u00eb t\u00eb v\u00ebrtet\u00eb, nuk ka shum\u00eb r\u00ebnd\u00ebsi se cilat v\u00ebshtir\u00ebsi t\u00eb sjell jeta. Ose madje, se cilat v\u00ebshtir\u00ebsi i sjell vetes. E r\u00ebnd\u00ebsishme \u00ebsht\u00eb se si i p\u00ebrballon ato dhe \u00e7far\u00eb m\u00ebsimesh nxjerr nga k\u00ebto situata. <\/p>\n

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\u00abAjo q\u00eb nuk na vret, na b\u00ebn m\u00eb t\u00eb fort\u00eb\u00bb.<\/strong> A e dini k\u00ebt\u00eb shprehje t\u00eb men\u00e7ur? Epo, un\u00eb mendoj se \u00ebsht\u00eb nj\u00eb ndyr\u00ebsi totale! Kam nj\u00eb njohur q\u00eb n\u00eb val\u00ebn e kriz\u00ebs s\u00eb vitit 2008 humbi pun\u00ebn si drejtor i nj\u00eb shitorie t\u00eb madhe makinash n\u00eb Sh\u00ebn Petersburg. \u00c7far\u00eb b\u00ebri? E duar drejtp\u00ebrdrejt! Si nj\u00eb burri i v\u00ebrtet\u00eb, shkoi p\u00ebr t\u00eb k\u00ebrkuar pun\u00eb. Pun\u00eb si drejtor. Dhe kur nuk gjeti pun\u00eb si drejtor p\u00ebr gjasht\u00eb muaj? Vazhdonte t\u00eb k\u00ebrkonte pun\u00eb si drejtor, por tani n\u00eb fusha t\u00eb tjera, sepse p\u00ebr t\u00eb, t\u00eb punosh si menaxher shitjesh automjetesh ose di\u00e7ka tjet\u00ebr p\u00ebrpos drejtorit ishte e papranueshme. N\u00eb fund, ai nuk gjeti asgj\u00eb p\u00ebr nj\u00eb vit. M\u00eb pas, e la fare k\u00ebrkimin e pun\u00ebs. CV-ja e tij ende \u00ebsht\u00eb e vendosur n\u00eb HH \u2013 ata q\u00eb kan\u00eb nevoj\u00eb, vet\u00eb do t\u00eb telefonojn\u00eb. <\/p>\n

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Dhe ai kaloi kat\u00ebr vjet pa pun\u00eb, nd\u00ebrsa gruaja e tij fitonte para gjat\u00eb gjith\u00eb k\u00ebsaj kohe. Pas nj\u00eb viti, ajo mori nj\u00eb promovim dhe ata kishin m\u00eb shum\u00eb para. Nd\u00ebrsa ai vazhdonte t\u00eb q\u00ebndronte n\u00eb sht\u00ebpi, duke pir\u00eb birr\u00eb, duke par\u00eb televizor dhe duke luajtur loj\u00ebra kompjuterike. Sigurisht, nuk ishte vet\u00ebm kjo. Ai gatonte, lahej, pastronte, b\u00ebhej shopping. Ai u shnd\u00ebrrua n\u00eb nj\u00eb derr t\u00eb trashur. A e b\u00ebri kjo m\u00eb t\u00eb fort\u00eb? Nuk mendoj.<\/p>\n

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Ishte gjithashtu e leht\u00eb t\u00eb vazhdoja t\u00eb pinja birr\u00eb dhe t\u00eb faj\u00ebsoja pun\u00ebdh\u00ebn\u00ebsit q\u00eb nuk hapnin vende pune n\u00eb fshatin tim. Ose t\u00eb faj\u00ebsoja veten p\u00ebr faktin se isha kaq budalla dhe nuk u mundova t\u00eb shikoja vendet e pun\u00ebs para se t\u00eb meresha me Python. Por nuk kishte asnj\u00eb kuptim n\u00eb k\u00ebt\u00eb. M\u00eb duhej nj\u00eb plan B\u2026<\/strong><\/p>\n

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N\u00eb fund, un\u00eb mbledha mendimet e mia dhe merrem me at\u00eb q\u00eb duhej t\u00eb kisha filluar q\u00eb n\u00eb fillim \u2013 analiz\u00ebn e k\u00ebrkes\u00ebs. Analizova tregun e vendeve t\u00eb pun\u00ebs n\u00eb fush\u00ebn e IT-s\u00eb n\u00eb qytetin tim dhe arrita n\u00eb p\u00ebrfundimin se pran\u00eb meje kishte:<\/p>\n

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