{"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 p\u00ebr m\u00ebsimin e makineris\u00eb","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

T\u00eb gjith\u00eb i duan historit\u00eb e suksesit. Dhe n\u00eb Habr ka shum\u00eb prej tyre.<\/p>\n

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\u00abSi e mora nj\u00eb pun\u00eb me pag\u00eb 300,000 dollar\u00eb n\u00eb Silicon Valley\u00bb
\n\u00abSi e mora nj\u00eb pun\u00eb 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 valutave\u00bb
\n\u00abSi [\u2026]\u00bb dhe nj\u00eb mij\u00eb e nj\u00eb histori t\u00eb ngjashme.<\/p>\n

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\"Si
\n\u00cbsht\u00eb shum\u00eb mir\u00eb q\u00eb nj\u00eb njeri ka arritur sukses dhe vendosi ta tregoj\u00eb k\u00ebt\u00eb! Lexon dhe ke k\u00ebnaq\u00ebsi p\u00ebr t\u00eb. Por shumica e k\u00ebtyre historiave kan\u00eb nj\u00eb t\u00eb p\u00ebrbashk\u00ebt: nuk mund ta 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 djal\u00eb, ose\u2026 <\/p>\n

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Mendoj se historit\u00eb e d\u00ebshtimeve shpesh jan\u00eb m\u00eb t\u00eb dobishme n\u00eb k\u00ebt\u00eb aspekt. 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 p\u00ebrs\u00ebris\u00ebsh p\u00ebrvoj\u00ebn e dikujt. Thjesht njer\u00ebzit zakonisht nuk duan t\u00eb ndajn\u00eb k\u00ebto histori. Por un\u00eb do t\u2019i tregoj.<\/p>\n

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

Kam punuar shum\u00eb vite n\u00eb integrimin sistemor dhe mb\u00ebshtetje teknike. Disa vjet m\u00eb par\u00eb shkuam edhe p\u00ebr t\u00eb punuar si inxhinier sistemesh n\u00eb Gjermani, p\u00ebr t\u00eb fituar m\u00eb shum\u00eb para. Por fusha e integrimit sistemor m\u00eb kishte frustruar prej koh\u00ebsh dhe doja t\u00eb kaloja n\u00eb nj\u00eb fush\u00eb m\u00eb t\u00eb paguar dhe interesante. Dhe n\u00eb fund t\u00eb vitit 2015, e gjet\u00ebm nj\u00eb artikull n\u00eb Habr \u00abNga fizikant n\u00eb Data Science (Nga motor\u00ebt e shkenc\u00ebs n\u00eb burokrat\u00ebt e zyr\u00ebs)\u00bb<\/a><\/noindex>, n\u00eb t\u00eb cilin Vladimir p\u00ebrshkruante rrug\u00ebn e tij n\u00eb Data Science. Kuptova: kjo \u00ebsht\u00eb ajo q\u00eb m\u00eb nevojitet. E dija k\u00ebndsh\u00ebm SQL dhe m\u00eb interesonte t\u00eb punoja me t\u00eb dh\u00ebna. M\u00eb imponuan ve\u00e7an\u00ebrisht grafikat si k\u00ebto:<\/p>\n

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\"Si<\/p>\n

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Edhe pagat minimale n\u00eb k\u00ebt\u00eb fush\u00eb ishin m\u00eb t\u00eb larta se \u00e7do paga ime e m\u00ebparshme gjat\u00eb gjith\u00eb jet\u00ebs time. Vendosa me vendosm\u00ebri t\u00eb b\u00ebhesha inxhinier i m\u00ebsimit t\u00eb makinerive. Pas shembullit t\u00eb Vladimir, u regjistrova n\u00eb coursera.org p\u00ebr nj\u00eb specializim prej n\u00ebnt\u00eb kursesh: \u00abData Science\u00bb<\/a><\/noindex>. <\/p>\n

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B\u00ebja nj\u00eb kurs n\u00eb muaj. Ishim shum\u00eb t\u00eb p\u00ebrkushtuar. N\u00eb \u00e7do kurs, p\u00ebrfundova t\u00eb gjitha detyrat derisa fitova rezultat t\u00eb lart\u00eb. Paralelisht, iu angazhuam me detyra n\u00eb Kaggle dhe madje ia doli!!! Natyrisht, nuk prisja \u00e7mime, por disa her\u00eb arrita n\u00eb 100 m\u00eb t\u00eb mir\u00ebt. <\/p>\n

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Pas pes\u00eb kurseve t\u00eb suksesshme n\u00eb coursera.org dhe nj\u00eb tjet\u00ebr \"Big Data with Apache Spark\" n\u00eb stepik.ru, ndjeva se po fuqizohem. Kuptova se fillova t\u00eb kuptoj tem\u00ebn. Dija se n\u00eb cilat raste duhet t\u00eb p\u00ebrdoren metodat e analiz\u00ebs. Kisha b\u00ebr\u00eb p\u00ebrparim t\u00eb mir\u00eb me Python dhe bibliotekat e tij. <\/p>\n

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Hapi im tjet\u00ebr ishte analiza e tregut t\u00eb vendeve t\u00eb pun\u00ebs. Duhej t\u00eb zbuloja se \u00e7far\u00eb duhet t\u00eb dija m\u00eb, p\u00ebr t\u00eb marr\u00eb pun\u00eb. Cil\u00ebt l\u00ebnd\u00eb duhet t\u00eb studjohen q\u00eb tregtohen p\u00ebr pun\u00ebdh\u00ebn\u00ebsit. Paralelisht me kat\u00ebr kursit e mbetur, doja t\u00eb merrja di\u00e7ka t\u00eb ngusht\u00eb. Di\u00e7ka q\u00eb do t\u00eb donte nj\u00eb pun\u00ebdh\u00ebn\u00ebs specifik. Kjo do t\u00eb rris\u00eb shanset e mia p\u00ebr t\u00eb marr\u00eb nj\u00eb pun\u00eb si fillestar me njohuri t\u00eb mira, por pa p\u00ebrvoje. <\/p>\n

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Hyna n\u00eb nj\u00eb faqe p\u00ebr k\u00ebrkim pune p\u00ebr t\u00eb b\u00ebr\u00eb analiz\u00ebn time. Por nuk kishte oferta pune n\u00eb rrezen 10 kilometrash. Dhe n\u00eb rrezen 25 kilometrash. Madje as n\u00eb rrezen 50 km!!! Si \u00ebsht\u00eb e mundur? Nuk mund t\u00eb jet\u00eb!!! Hyna n\u00eb nj\u00eb tjet\u00ebr faqe, pastaj n\u00eb nj\u00eb t\u00eb tret\u00eb\u2026 Pastaj hap\u00ebsin nj\u00eb hart\u00eb me vende pune dhe pash\u00eb di\u00e7ka si K\u00cbT\u00cb:<\/p>\n

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\"Si<\/p>\n

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Doli se jetoj n\u00eb qend\u00ebr t\u00eb zon\u00ebs anomale t\u00eb d\u00ebbimit t\u00eb Python n\u00eb Gjermani. Asnj\u00eb ofert\u00eb t\u00eb arsyeshme p\u00ebr specialist t\u00eb m\u00ebsimit makinerive apo t\u00eb pakt\u00ebn p\u00ebr zhvillues t\u00eb Python n\u00eb rrezen 100 kilometrash!!! Kjo \u00ebsht\u00eb nj\u00eb katastrof\u00eb, shoku!!!<\/p>\n

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\"Si<\/p>\n

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Kjo sken\u00eb e pasqyron 100% gjendjen time n\u00eb at\u00eb moment. Ishte nj\u00eb goditje n\u00ebn brez, t\u00eb cil\u00ebn vet\u00eb ia b\u00ebra. Dhe ishte v\u00ebrtet e dhimbshme...<\/p>\n

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Po, mund t\u00eb shkoja n\u00eb Mynih, K\u00ebln apo Berlin \u2013 atje kishte vende pune. Por n\u00eb k\u00ebt\u00eb rrug\u00eb kishte nj\u00eb penges\u00eb serioze.<\/p>\n

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Plani yn\u00eb fillestar kur u zhvendos\u00ebm n\u00eb Gjermani ishte k\u00ebshtu: t\u00eb shkonim atje ku na merrnin. Nuk na interesonte fare n\u00eb cilin qytet t\u00eb Gjermanis\u00eb do na d\u00ebrgonin. Hapi tjet\u00ebr \u2013 t\u00eb stabilizoheshim, t\u00eb rregullohm\u00eb t\u00eb gjitha dokumentet dhe t\u00eb p\u00ebrmir\u00ebsonim gjuh\u00ebn. Pas k\u00ebsaj, t\u00eb arrinim n\u00eb nj\u00eb qytet t\u00eb madh p\u00ebr t\u00eb fituar m\u00eb shum\u00eb. Q\u00ebllimi yn\u00eb paraprak ishte Stuttgart. Nj\u00eb qytet i madh teknologjik n\u00eb jug t\u00eb Gjermanis\u00eb. Dhe jo aq i shtrenjt\u00eb sa Mynihu. Atje \u00ebsht\u00eb ngroht\u00eb dhe rritet rrushi. Shum\u00eb nd\u00ebrmarrje industriale, prandaj ka shum\u00eb vende pune me paga t\u00eb mira. Nj\u00eb standard i lart\u00eb jetese. Pik\u00ebrisht ajo q\u00eb na nevojitej.<\/p>\n

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\"Si<\/p>\n

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Fati yn\u00eb na d\u00ebrgoi n\u00eb nj\u00eb qytet t\u00eb vog\u00ebl n\u00eb qend\u00ebr t\u00eb Gjermanis\u00eb me nj\u00eb popullsi prej rreth 100,000. U b\u00ebm\u00eb t\u00eb lumtur, u stabilizuam, rregulluam t\u00eb gjitha dokumentet. Qyteti u tregua shum\u00eb i ngroht\u00eb, i past\u00ebr, t\u00eb gjelb\u00ebr dhe t\u00eb sigurt. F\u00ebmij\u00ebt shkuan n\u00eb kopsht dhe shkoll\u00eb. Gjith\u00e7ka ishte af\u00ebr. Njer\u00ebzit ishin shum\u00eb miq\u00ebsor\u00eb. <\/p>\n

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Por n\u00eb k\u00ebt\u00eb p\u00ebrrall\u00eb nuk kishte vende pune p\u00ebr specialist\u00ebt e m\u00ebsimit makinerive, k\u00ebtu as Python nuk kishte nevoj\u00eb.<\/p>\n

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Un\u00eb dhe gruaja ime filluam t\u00eb diskutojm\u00eb p\u00ebr mund\u00ebsin\u00eb e zhvendosjes n\u00eb Stuttgart ose Frankfurt\u2026 Un\u00eb fillova t\u00eb k\u00ebrkoj vende pune, t\u00eb shoh k\u00ebrkesat e pun\u00ebdh\u00ebn\u00ebsve, nd\u00ebrsa gruaja filloi t\u00eb k\u00ebrkonte apartament, kopsht dhe shkoll\u00eb. Rreth nj\u00eb jav\u00eb pas fillimit t\u00eb k\u00ebrkimeve, gruaja m\u00eb tha: \"Eh, e di, 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 dakord me t\u00eb. Edhe un\u00eb isha lodhur nga qyteti i madh. Vet\u00ebm se ndonj\u00ebher\u00eb nd\u00ebrsa jetova n\u00eb Sankt Peterburg, nuk e kuptoja k\u00ebt\u00eb. Po, qyteti i madh \u00ebsht\u00eb vendi ideal p\u00ebr t\u00eb zhvilluar nj\u00eb karrier\u00eb dhe p\u00ebr t\u00eb fituar para. Por jo p\u00ebr nj\u00eb m\u00ebnyr\u00eb jetese komode p\u00ebr nj\u00eb familje me f\u00ebmij\u00eb. Dhe p\u00ebr familjen ton\u00eb, ky qytet i vog\u00ebl rezultoi se ishte pik\u00ebrisht ajo q\u00eb na nevojitej. K\u00ebtu kishte gjith\u00e7ka q\u00eb na mungonte n\u00eb Piter. <\/p>\n

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\"Si<\/p>\n

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Vendos\u00ebm t\u00eb q\u00ebndrojm\u00eb derisa f\u00ebmij\u00ebt tan\u00eb t\u00eb rriten. <\/p>\n

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Po si me Python dhe m\u00ebsimin e makin\u00ebs? Dhe ato gjasht\u00eb muaj q\u00eb kam shpenzuar deri tani p\u00ebr k\u00ebt\u00eb? Ashtu si asnj\u00ebher\u00eb. Nuk kishte vende pune p\u00ebrreth! Nuk doja t\u00eb shpenzoja 3-4 or\u00eb n\u00eb dit\u00eb p\u00ebr udh\u00ebtim n\u00eb pun\u00eb. K\u00ebshtu kam punuar p\u00ebr disa vjet n\u00eb Piter: udh\u00ebtoja nga Dybenko n\u00eb Krasnoe Selo, kur nuk ishte nd\u00ebrtuar ende rrethi. K\u00ebtu nj\u00eb or\u00eb dhe nj\u00eb or\u00eb prapa. Jeta kalon p\u00ebrpara, dhe ti shikon sht\u00ebpit\u00eb q\u00eb kalojn\u00eb p\u00ebrmes dritares s\u00eb automobilit ose furgonit. Po, n\u00eb rrug\u00eb mund t\u00eb lexosh, t\u00eb d\u00ebgjosh libra audio dhe gjith\u00e7ka tjet\u00ebr. Por kjo b\u00ebhet e m\u00ebrzitshme shpejt, dhe pas gjasht\u00eb muajsh deri nj\u00eb viti, thjesht e kalon at\u00eb koh\u00eb, duke d\u00ebgjuar radio, muzik\u00eb dhe duke par\u00eb me pa q\u00ebllim p\u00ebrpara.<\/p>\n

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Edhe m\u00eb par\u00eb kisha d\u00ebshtime. Por nuk kisha b\u00ebr\u00eb ndonj\u00eb budalliq, si ky, p\u00ebr nj\u00eb koh\u00eb t\u00eb gjat\u00eb. Ndjenja e faktit q\u00eb nuk mund ta gjej pun\u00ebn si inxhinier i m\u00ebsimit t\u00eb makin\u00ebs m\u00eb dha nj\u00eb goditje. La gjith\u00e7ka nga kurset. Ndaluam \u00e7do aktivitet. Mbr\u00ebmjeve pi birr\u00eb ose ver\u00eb, ha sal\u00e7i\u00e7ka dhe luaj LoL. K\u00ebshtu kaloi nj\u00eb muaj. <\/p>\n

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N\u00eb t\u00eb v\u00ebrtet\u00eb, nuk ka r\u00ebnd\u00ebsi se cilat v\u00ebshtir\u00ebsi t\u00eb sjell jeta. Ose madje edhe ti vet\u00eb. E r\u00ebnd\u00ebsishme \u00ebsht\u00eb se si i p\u00ebrballosh ato dhe cilat m\u00ebsime nxjerr nga k\u00ebto situata. <\/p>\n

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\"Ajo q\u00eb nuk na vret, na b\u00ebn m\u00eb t\u00eb fort\u00eb.\"<\/strong> Sigurisht, e dini k\u00ebt\u00eb shprehje t\u00eb men\u00e7ur? Pra, un\u00eb mendoj se kjo \u00ebsht\u00eb nj\u00eb marr\u00ebzi e plot\u00eb! Kam nj\u00eb shok, i cili n\u00eb val\u00ebn e kriz\u00ebs 2008 humbi pun\u00ebn si drejtor i nj\u00eb salloni t\u00eb njohur t\u00eb makinave n\u00eb Piter. \u00c7far\u00eb b\u00ebri? E sakt\u00eb! Si nj\u00eb burr\u00eb i v\u00ebrtet\u00eb, shkoi t\u00eb k\u00ebrkonte pun\u00eb. Pun\u00eb drejtor. Por kur nuk gjeti pun\u00eb drejtor pas gjasht\u00eb muajsh? Vazhdonte t\u00eb k\u00ebrkonte pun\u00eb drejtor, por tashm\u00eb n\u00eb fusha t\u00eb tjera, sepse t\u00eb punosh si menaxher shitjesh makinash ose ndonj\u00eb gj\u00eb tjet\u00ebr p\u00ebr t\u00eb nuk ishte e pranuar. N\u00eb fund, nuk gjeti asgj\u00eb n\u00eb nj\u00eb vit. Pastaj ia la k\u00ebrkimin e pun\u00ebs p\u00ebrgjithmon\u00eb. CV-ja e tij \u00ebsht\u00eb ende n\u00eb HH \u2013 kush ka nevoj\u00eb, ai vet\u00eb do t\u00eb telefonoj\u00eb. <\/p>\n

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Dhe ai q\u00ebndroi pa pun\u00eb p\u00ebr kat\u00ebr vjet, nd\u00ebrsa gruaja e tij fitonte para gjat\u00eb gjith\u00eb k\u00ebtij koh\u00eb. Pas nj\u00eb viti, ajo mori nj\u00eb promovim dhe ata kishin m\u00eb shum\u00eb para. N\u00eb nd\u00ebrkoh\u00eb, ai q\u00ebndronte n\u00eb sht\u00ebpi duke pir\u00eb birr\u00eb, duke par\u00eb televizor dhe duke luajtur loj\u00ebra kompjuterike. Sigurisht, jo vet\u00ebm kjo. Ai gatuante, laj\u00eb, pastronte, shkonte n\u00eb dyqane. Ai u transformua n\u00eb nj\u00eb derr t\u00eb prishur. A e b\u00ebri gjith\u00e7ka kjo m\u00eb t\u00eb fort\u00eb? Nuk mendoj.<\/p>\n

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Edhe un\u00eb mund t\u00eb vazhdoja t\u00eb pi birr\u00eb dhe t\u00eb faj\u00ebsoja pun\u00ebdh\u00ebn\u00ebsit q\u00eb nuk hap\u00ebn vende pune n\u00eb fshatin tim. Ose t\u00eb faj\u00ebsoja veten q\u00eb isha kaq budalla dhe nuk e shqyrtova mund\u00ebsit\u00eb p\u00ebrpara se t\u00eb merreshja me Python. Por nuk kishte prap\u00eb asnj\u00eb t\u00eb mir\u00eb n\u00eb k\u00ebt\u00eb. M\u00eb nevojitej nj\u00eb plan B\u2026<\/strong><\/p>\n

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N\u00eb fund, mblodha mendimet e mia dhe fillova nga ajo q\u00eb duhej t\u00eb filloja n\u00eb fillim - nga analiza e k\u00ebrkes\u00ebs. Analizova tregun e vendeve t\u00eb pun\u00ebs n\u00eb fush\u00ebn IT n\u00eb qytetin tim dhe arrita n\u00eb p\u00ebrfundimin se pran\u00eb meje kishte:<\/p>\n

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