{"id":34123,"date":"2019-10-31T21:56:30","date_gmt":"2019-10-31T18:56:30","guid":{"rendered":"https:\/\/prohoster.info\/blog\/qa-hakatony\/"},"modified":"2019-10-31T21:56:30","modified_gmt":"2019-10-31T18:56:30","slug":"qa-hakatony","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/news\/qa-hakatony","title":{"rendered":"QA: Hackathon","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><img decoding=\"async\" alt=\"QA: Hackathon\" src=\"\/wp-content\/uploads\/2019\/05\/636a263b380b45592aa8e01499c97af6.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPjesa p\u00ebrfundimtare e trilogjis\u00eb p\u00ebr hackathonet. N\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/ods\/blog\/450034\/\">pjes\u00ebn e par\u00eb<\/a><\/noindex> tregova p\u00ebr motivimin p\u00ebr t\u00eb marr\u00eb pjes\u00eb n\u00eb k\u00ebto ngjarje. <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/ods\/blog\/451248\/\">Pjesa e dyt\u00eb<\/a><\/noindex> ishte e p\u00ebrkushtuar p\u00ebr gabimet e organizator\u00ebve dhe pasojat e tyre. Pjesa p\u00ebrfundimtare do t\u00eb p\u00ebrgjigjet n\u00eb pyetje q\u00eb nuk u p\u00ebrfshin\u00eb n\u00eb dy pjes\u00ebt e para. <noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<p><b>T\u00eb tregoj si fillove t\u00eb marr\u00ebsh pjes\u00eb n\u00eb hackathonet. <\/b><br \/>\nIsha duke studiuar n\u00eb masterin e Universitetit t\u00eb Lappeenranta nd\u00ebrkoh\u00eb q\u00eb merrja pjes\u00eb n\u00eb garat p\u00ebr analiz\u00ebn e t\u00eb dh\u00ebnave. Dita ime tipike dukej k\u00ebshtu: zgjohem n\u00eb or\u00ebn 8, disa or\u00eb n\u00eb universitet, m\u00eb pas gara dhe kurse deri n\u00eb mesnat\u00eb (nd\u00ebrsa prisja dor\u00ebzimin, shikoja ligj\u00ebrata ose lexoja artikuj). Ky grafik i ngjeshur dha fruta, dhe fitova gar\u00ebn p\u00ebr analiz\u00ebn e t\u00eb dh\u00ebnave MERC-2017 (p\u00ebr k\u00ebt\u00eb madje kishim <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/neurodatalab\/blog\/344268\/\">nj\u00eb postim n\u00eb Habr\u00e9<\/a><\/noindex>). Fitorja m\u00eb dha besim n\u00eb vetvete, dhe kur rast\u00ebsisht pata informacion p\u00ebr hackathonin SkinHack 2 n\u00eb Mosk\u00eb, vendosa t\u00eb vizitoj prind\u00ebrit dhe p\u00ebr nj\u00ebher\u00eb t\u00eb zbuloj se \u00e7far\u00eb \u00ebsht\u00eb hackathoni. <\/p>\n<p>Hackathoni doli t\u00eb ishte mjaft arg\u00ebtues. Kishte dy rrjedha p\u00ebr analiz\u00ebn e t\u00eb dh\u00ebnave me metrika t\u00eb qarta dhe nj\u00eb dataset me \u00e7mime prej 100k rubla. Rrjedha e tret\u00eb ishte p\u00ebr zhvillimin e aplikacioneve me \u00e7mim prej 50k, dhe n\u00eb t\u00eb nuk kishte pjes\u00ebmarr\u00ebs. N\u00eb nj\u00eb moment, organizatori tha se nj\u00eb dritare me nj\u00eb buton pa funksionalitet mund t\u00eb fitoj\u00eb 50k, sepse \u00e7mimi nuk mund t\u00eb mos jepet. Nuk vendosa t\u00eb m\u00ebsoj t\u00eb programoj aplikacione (nuk garoj atje ku mund t\u00eb <\/p>\n<p>kalohem leht\u00eb), por p\u00ebr mua ishte nj\u00eb mesazh i qart\u00eb se fusha n\u00eb hackathonet nuk \u00ebsht\u00eb e mbushur. At\u00ebher\u00eb un\u00eb isha duke zgjidhur t\u00eb dy rrjedhat p\u00ebr analiz\u00ebn e t\u00eb dh\u00ebnave vet\u00eb. Gjeta nj\u00eb lik n\u00eb t\u00eb dh\u00ebna, i cili lejonte t\u00eb arrinim nj\u00eb pik\u00eb ideale, por kolona me lik nuk ishte n\u00eb t\u00eb dh\u00ebnat testuese q\u00eb mora dy or\u00eb para p\u00ebrfundimit t\u00eb ngjarjes (p\u00ebr ta th\u00ebn\u00eb, at\u00ebher\u00eb kuptova se prania e kolon\u00ebs \"target\" n\u00eb trajnim nuk merret parasysh si lik). N\u00eb t\u00eb nj\u00ebjt\u00ebn koh\u00eb, u hap leaderboardi, dor\u00ebzimi im pa lik zinte vendin e tret\u00eb nga pes\u00eb, kishte nj\u00eb diferenc\u00eb t\u00eb madhe deri n\u00eb vendin e par\u00eb dhe vendosa t\u00eb mos humb koh\u00eb dhe u largova. <\/p>\n<p>Pas pas se kam analizova m\u00eb n\u00eb qet\u00ebsi se \u00e7far\u00eb ndodhi, gjet\u00ebm shum\u00eb gabime (nj\u00eb nga zakonet e mia \u00ebsht\u00eb t\u00eb rishikoj n\u00eb mendje se \u00e7far\u00eb ndodhi me nj\u00eb blloknot dhe t\u00eb analizoj gabimet, shkakun e tyre dhe \u00e7far\u00eb mund t\u00eb ishte ndryshuar - nj\u00eb trash\u00ebgimi e k\u00ebndshme e loj\u00ebs gjysm\u00eb-profesionale t\u00eb pokerit). Por nj\u00eb gj\u00eb ishte e qart\u00eb - ka shum\u00eb vler\u00eb n\u00eb hackathon-e, dhe un\u00eb thjesht duhet ta realizoj at\u00eb. Pas k\u00ebtij ngjarjeje, fillova t\u00eb monitoroj aktivitete dhe grupe, dhe hackathon-i pasues nuk ishte i gjat\u00eb p\u00ebr t'u pritur. Pastaj nj\u00eb tjet\u00ebr, dhe nj\u00eb tjet\u00ebr... <\/p>\n<p><b>Pse merresh me hackathon-e dhe jo me Kaggle?<\/b><br \/>\nAktualisht, nuk m\u00eb p\u00eblqen Kaggle. Nga nj\u00eb nivel t\u00eb caktuar k\u00ebndi, pa arsye specifike pjes\u00ebmarrjeje, Kaggle b\u00ebhet m\u00eb pak i dobish\u00ebm se aktivitete t\u00eb tjera. Kam marr\u00eb pjes\u00eb shum\u00eb m\u00eb par\u00eb, duket se kam arritur n\u00eb nj\u00ebfar\u00eb m\u00ebnyre t\u00eb \u201cshk\u00ebputem\u201d. <\/p>\n<p><b>Pse hackathon-e dhe jo pun\u00eb n\u00eb projektin t\u00ebnd? <\/b><br \/>\nM\u00eb p\u00eblqen ideja p\u00ebr t\u00eb b\u00ebr\u00eb di\u00e7ka t\u00eb shk\u00eblqyer me duar t\u00eb mia n\u00eb nj\u00eb rit\u00ebm jo t\u00eb shpejt\u00eb. Djemt\u00eb nga ODS organizuan <noindex><a rel=\"nofollow\" href=\"https:\/\/t.me\/ods_pet_projects\">ODS pet projects<\/a><\/noindex> p\u00ebr t\u00eb gjith\u00eb ata q\u00eb duan t\u00eb punojn\u00eb n\u00eb projektin e tyre gjat\u00eb fundjav\u00ebs n\u00eb nj\u00eb grup shok\u00ebsh. Mendoj se shum\u00eb shpejt do t'u bashkohem atyre. <\/p>\n<p><b>Si i gjen aktivitetet? <\/b><br \/>\nBurimi kryesor \u00ebsht\u00eb hackathon.com (bot\u00eb) dhe grupi n\u00eb Telegram <noindex><a rel=\"nofollow\" href=\"https:\/\/t.me\/RussianHackers_Channel\">Russian Hackers<\/a><\/noindex> (Rusi). P\u00ebrve\u00e7 k\u00ebsaj, njoftimet p\u00ebr aktivitete shpesh shfaqen n\u00eb reklama n\u00eb rrjetet sociale dhe n\u00eb LinkedIn. N\u00ebse nuk gjen asgj\u00eb, mund t\u00eb shihni k\u00ebtu: mlh.io, devpost.com, hackevents.co, hackalist.org, HackathonsNear.me, hackathon.io. <\/p>\n<p><b>A e p\u00ebrgatit nj\u00eb plan zgjidhjeje para pjes\u00ebmarrjes apo gjith\u00e7ka vendoset n\u00eb moment? P\u00ebr shembull, nj\u00eb jav\u00eb para hackathon-it mendon: \"K\u00ebtu do t\u00eb nevojitet nj\u00eb specialist i till\u00eb dhe i till\u00eb, do t\u00eb duhet t\u00eb k\u00ebrkojm\u00eb\"?<\/b><br \/>\nN\u00ebse hackathon-i \u00ebsht\u00eb produktiv - po, p\u00ebrgatitem. Disa jav\u00eb para, mend t'i jap di\u00e7ka se \u00e7far\u00eb do t\u00eb b\u00ebj, mendoj kush mund t\u00eb jet\u00eb i dobish\u00ebm, mbledh nj\u00eb ekip nga miqt\u00eb ose pjes\u00ebmarr\u00ebsit e hackathon-eve t\u00eb kaluara. <\/p>\n<p><b>A \u00ebsht\u00eb e mundur t\u00eb hackosh hackathon-in vet\u00ebm? \u00c7far\u00eb t\u00eb b\u00ebsh n\u00ebse nuk ke ekip? <\/b><br \/>\nHackathonet e data science jan\u00eb realisht (un\u00eb jam nj\u00eb shembull i gjall\u00eb), por s'kam par\u00eb hackathon p\u00ebr produkte, megjithat\u00eb mendoj se po. Fatkeq\u00ebsisht, ndonj\u00ebher\u00eb organizator\u00ebt vendosin kufizime p\u00ebr numrin minimal t\u00eb pjes\u00ebmarr\u00ebsve n\u00eb ekip. Mendoj se kjo ndodh sepse jo t\u00eb gjith\u00eb \"vetmitar\u00ebt\" arrijn\u00eb n\u00eb finale (dometh\u00ebn\u00eb, thjesht heqin dor\u00eb p\u00ebrball\u00eb v\u00ebshtir\u00ebsive t\u00eb para), pjes\u00ebmarrja n\u00eb ekip ndihmon gjithsesi. Pas evenimentit, pritet q\u00eb t\u00eb vazhdoni pun\u00ebn mbi projektin. Me ekipin, do t\u00eb jet\u00eb m\u00eb e leht\u00eb ta \u00e7oni projektin deri n\u00eb fund. <\/p>\n<p>N\u00eb p\u00ebrgjith\u00ebsi, un\u00eb rekomandoj gjithmon\u00eb t\u00eb merrni pjes\u00eb me ekip. N\u00ebse nuk keni ekip, organizator\u00ebt gjithmon\u00eb ndihmojn\u00eb p\u00ebr ta gjetur ose krijuar nj\u00eb.<\/p>\n<p><b>Si arrini t\u00eb p\u00ebrballoni lodhjen gjat\u00eb hackathonit? <\/b><br \/>\nN\u00eb hackathon jepet 2 dit\u00eb p\u00ebr pun\u00eb, q\u00eb jan\u00eb 48 or\u00eb (30-48 or\u00eb, do t\u00eb marrim 48 p\u00ebr thjesht\u00ebsi llogarit\u00ebse). Heqim koh\u00ebn p\u00ebr gjum\u00eb (16-20 or\u00eb), mbeten jo m\u00eb shum\u00eb se 30. Nga k\u00ebto, realisht do t\u00eb shpenzohen rreth 8 or\u00eb p\u00ebr pun\u00eb produktive (n\u00eb mesatar). N\u00ebse e organizoni mir\u00eb pun\u00ebn (gjumi, ushqimi, dalja n\u00eb aj\u00ebr t\u00eb past\u00ebr, aktivitetet fizike, momentet e vet\u00ebdijes, komunikimi i duhur me ekipin dhe ndryshimi i aktiviteteve), at\u00ebher\u00eb or\u00ebt e thell\u00eb t\u00eb pun\u00ebs mund t\u00eb arrijn\u00eb deri n\u00eb 12-14. Pas k\u00ebsaj pune do t\u00eb ndiheni t\u00eb shteruar, por do t\u00eb jet\u00eb nj\u00eb lodhje e k\u00ebndshme. T\u00eb kodosh pa gjum\u00eb dhe pa pushime duke u mb\u00ebshtetur n\u00eb energjizues \u00ebsht\u00eb nj\u00eb rrug\u00eb drejt d\u00ebshtimit.<\/p>\n<p><b>A keni pipeline t\u00eb gatshme p\u00ebr hackathonet? Si jan\u00eb shfaqur ato, si jan\u00eb organizuar (skedar\u00ebt .py jan\u00eb t\u00eb ndar\u00eb n\u00eb dosje, secili p\u00ebr detyr\u00ebn e tij, etj.) dhe si t\u00eb filloni t\u00eb krijoni vet\u00eb t\u00eb tilla?<\/b><br \/>\nNuk p\u00ebrdor zgjidhje t\u00eb plota nga hackathonet e kaluara n\u00eb t\u00eb reja, por kam t\u00eb vetin nj\u00eb zoo modelet dhe pipeline nga garat e kaluara. Nuk kam nevoj\u00eb t\u00eb rishkruaj pjes\u00eb standarde nga e para (p\u00ebr shembull, encoding t\u00eb sakt\u00eb t\u00eb targetit ose nj\u00eb rrjet t\u00eb thjesht\u00eb p\u00ebr identifikimin e q\u00ebllimit nga teksti), \u00e7ka m\u00eb kursen shum\u00eb koh\u00eb. <\/p>\n<p>N\u00eb k\u00ebt\u00eb moment, kjo duket k\u00ebshtu: p\u00ebr \u00e7do gar\u00eb apo hackathon ka nj\u00eb repo t\u00eb vet n\u00eb GitHub, ku ruhet notebook-\u00ebt, skenaret dhe nj\u00eb dokumentacion i vog\u00ebl mbi at\u00eb q\u00eb ndodh. Plus, ka nj\u00eb repo t\u00eb ve\u00e7ant\u00eb p\u00ebr \"truket\" e ndryshme (si p\u00ebr shembull encoding t\u00eb sakt\u00eb t\u00eb targetit me cross-validation). Nuk mendoj se \u00ebsht\u00eb zgjidhja m\u00eb elegante, por p\u00ebr momentin m\u00eb k\u00ebnaq. <\/p>\n<p>Do t\u00eb filloja me ruajtjen e t\u00eb gjith\u00eb kodit tim n\u00eb luks dhe shkruajn\u00eb nj\u00eb dokumentacion t\u00eb shkurt\u00ebr (pse, \u00e7far\u00eb, si kam b\u00ebr\u00eb dhe rezultati). <\/p>\n<p><b>A \u00ebsht\u00eb e mundur t\u00eb p\u00ebrgatisim MVP nga e para n\u00eb nj\u00eb koh\u00eb kaq t\u00eb shkurt\u00ebr, apo t\u00eb gjitha pjes\u00ebmarr\u00ebsit vijn\u00eb me zgjidhje t\u00eb gatshme?<\/b><br \/>\nMund t\u00eb flas vet\u00ebm p\u00ebr projektet q\u00eb lidhen me datascience \u2014 po, \u00ebsht\u00eb e mundur. P\u00ebr mua, MVP \u00ebsht\u00eb nj\u00eb p\u00ebrb\u00ebrje e dy faktor\u00ebve: <\/p>\n<ul>\n<li>Nj\u00eb ide e q\u00ebndrueshme e paraqitur si produkt (dmth, e p\u00ebrshkruar si canvas biznesi). Duhet t\u00eb ket\u00eb gjithmon\u00eb nj\u00eb kuptim t\u00eb qart\u00eb pse dhe p\u00ebr k\u00eb po e b\u00ebjm\u00eb produktin. Ndonj\u00ebher\u00eb projektet me nj\u00eb projekt t\u00eb mir\u00eb-justifikuar, por pa prototip fitojn\u00eb vende t\u00eb para, dhe k\u00ebt\u00eb nuk ka asgj\u00eb t\u00eb \u00e7uditshme. Fatkeq\u00ebsisht, shum\u00eb pjes\u00ebmarr\u00ebs nuk mund t\u00eb abstrogojn\u00eb nga hidh\u00ebrimi i humbjes dhe e hedhin fajin p\u00ebr mosparashikimin e organizator\u00ebve, duke vazhduar t\u00eb krijojn\u00eb modele t\u00eb paqarta p\u00ebr k\u00eb n\u00eb hackathona t\u00eb tjera. <\/li>\n<li>Nj\u00eb tregues q\u00eb ju mund ta b\u00ebni k\u00ebt\u00eb produkt (aplikacion, kod, p\u00ebrshkrimi i pipeline-ve). <\/li>\n<\/ul>\n<p>\nKoh\u00eb pas kohe, ndodhet q\u00eb n\u00eb hackathon nj\u00eb ekip kishte nj\u00eb zgjidhje t\u00eb gatshme dhe p\u00ebrpiqen ta \"p\u00ebrputhin\" at\u00eb me detyr\u00ebn e organizator\u00ebve. K\u00ebto ekipe p\u00ebrjashtohen nga filtrimi teknik ose \"kontrollohet\" vet\u00ebm ajo pjes\u00eb q\u00eb ata e krijuan n\u00eb platform\u00eb. Nuk kam pare k\u00ebto ekipe n\u00eb fitues, por mendoj se ata gjithsesi p\u00ebrfitojn\u00eb p\u00ebr shkak t\u00eb vler\u00ebs s\u00eb ardhshme (<noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/ods\/blog\/450034\/\">kontakte, dataset-e dhe t\u00eb tjera<\/a><\/noindex>). <\/p>\n<p><b>A ka shembuj p\u00ebr t\u00eb \u00e7uar krijesat t\u00eb realizuara n\u00eb hackathon n\u00eb prodhim\/startup? <\/b><br \/>\nPo. Kam pasur tri raste kur i \u00e7uam deri n\u00eb prodhim. Nj\u00eb her\u00eb vet, dy her\u00eb \u2014 me duar t\u00eb tjer\u00ebve duke u bazuar n\u00eb idet\u00eb dhe kodin q\u00eb kam shkruar n\u00eb hackathon. Gjithashtu njoh disa ekipe q\u00eb vazhduan t\u00eb bashk\u00ebpunojn\u00eb me kompanit\u00eb si konsulent\u00eb. Nuk e di p\u00ebr rezultatet p\u00ebrfundimtare, por me siguri di\u00e7ka \u00ebsht\u00eb b\u00ebr\u00eb deri n\u00eb fund. Personal, nuk kam organizuar startup dhe nuk di q\u00eb dikush tjet\u00ebr po b\u00ebnte, megjithat\u00eb jam i sigurt se ka shembuj. <\/p>\n<p><b>Pas pjes\u00ebmarrjes n\u00eb shum\u00eb hackathon, cila do t\u00eb ishe k\u00ebshilla q\u00eb do t'i jepje vetes n\u00ebse do t\u00eb mund t\u00eb kthehesh n\u00eb t\u00eb kaluar\u00ebn?<\/b><\/p>\n<ol>\n<li>Taktika \u00ebsht\u00eb m\u00eb e r\u00ebnd\u00ebsishme se manovrat. Paraqit \u00e7do vendim si produkt t\u00eb gatsh\u00ebm. Ideja, notebook Jupiter, algoritmi nuk kan\u00eb vler\u00eb n\u00ebse nuk \u00ebsht\u00eb e qart\u00eb kush do ta paguaj\u00eb at\u00eb. <\/li>\n<li>Para se dizajni ndonj\u00eb gj\u00eb, pyete veten jo \"\u00e7far\u00eb?\", por \"pse?\" dhe \"si?\". Shembull: kur dizajnon nj\u00eb zgjidhje ML, fillimisht mendoni p\u00ebr algoritmin ideal: \u00e7far\u00eb merr si input, si p\u00ebrdoren parashikimet e tij m\u00eb von\u00eb? <\/li>\n<li>Merr pjes\u00eb n\u00eb ekip. <\/li>\n<\/ol>\n<p><b>\u00c7far\u00eb zakonisht ofrojn\u00eb n\u00eb hakatona? <\/b><br \/>\nZakonisht n\u00eb hakatona ushqimi \u00ebsht\u00eb i dob\u00ebt: pica, energjizues, gaz. Practikisht gjithmon\u00eb ushqimi \u00ebsht\u00eb organizuar n\u00eb form\u00ebn e nj\u00eb bufet (ose nj\u00eb tavoline shp\u00ebrndarjeje) ku formohet nj\u00eb radh\u00eb e madhe. Nat\u00ebn zakonisht nuk ofrojn\u00eb ushqim, megjithat\u00eb ka pasur nj\u00eb rast n\u00eb nj\u00eb gar\u00eb n\u00eb Paris ku lajm\u00ebruan pak ushqim p\u00ebr nat\u00ebn \u2014 patatesha, donuts dhe kola. Un\u00eb e paraqes procesin mendor t\u00eb organizator\u00ebve: \u201cCila \u00ebsht\u00eb ushqimi q\u00eb han\u00eb programuesit? Ah, sigurisht! Patatesha, donuts \u2014 ja, kjo \u00ebsht\u00eb gjith\u00e7ka. Le t\u00eb u japim k\u00ebt\u00eb llak.\u201d N\u00eb dit\u00ebn tjet\u00ebr e pyeta organizator\u00ebt: \u201cDjem, mos mund t\u00eb b\u00ebjm\u00eb ndonj\u00eb gj\u00eb tjet\u00ebr p\u00ebr nat\u00ebn? Po ndonj\u00eblloj, ndonj\u00eb qull ndoshta?\u201d Pas k\u00ebsaj m\u00eb pan\u00eb si idiot. Mikpritja e njohur franceze. <\/p>\n<p>N\u00eb hakatona t\u00eb mira, ushqimi porositet n\u00eb kuti, \u00ebsht\u00eb ndarje n\u00eb ushqim normal, vegetarian dhe kosher. Plus, vendosin frigorifer me jogurt, musli \u2014 p\u00ebr ata q\u00eb duan t\u00eb han\u00eb di\u00e7ka. \u00c7aj, kafe, uj\u00eb \u2014 standard. M\u00eb \u00ebsht\u00eb kujtuar hakatoni Hack Moscow 2 \u2014 atje na ushqyen me sup\u00eb dhe me qofte me pure n\u00eb mens\u00ebn e zyr\u00ebs 1C. <\/p>\n<p><b>R\u00ebnd\u00ebsia e hakatona varet, si t\u00eb thuash, nga fusha profesionale e organizator\u00ebve (p.sh., hakatonat m\u00eb t\u00eb mira organizohen nga konsulent\u00eb)?<\/b><br \/>\nHakatonat m\u00eb t\u00eb mira ishin nga organizator\u00eb q\u00eb ose kishin organizuar para hakatona, ose kishin marr\u00eb pjes\u00eb m\u00eb par\u00eb. Mendoj se ky \u00ebsht\u00eb faktori i vet\u00ebm nga i cili varet cil\u00ebsia e ngjarjes. <\/p>\n<p><b>Si ta kuptosh q\u00eb nuk je novice dhe \u00ebsht\u00eb koha p\u00ebr hakaton?<\/b><br \/>\nKoha m\u00eb e mir\u00eb p\u00ebr t\u00eb shkuar n\u00eb nj\u00eb hakaton ishte nj\u00eb vit m\u00eb par\u00eb. Koha e dyt\u00eb m\u00eb e mir\u00eb \u2014 tani. Pra, guxo, b\u00ebj gabime, m\u00ebso \u2014 \u00ebsht\u00eb krejt\u00ebsisht normale. Edhe nj\u00eb rrjet nervor \u2014 shpikja m\u00eb e madhe e njeriut pas rrot\u00ebs dhe p\u00ebrmir\u00ebsimit gradient t\u00eb pem\u00ebve \u2014 nuk mund ta dalloj\u00eb macen nga qeni n\u00eb epok\u00ebn e par\u00eb t\u00eb m\u00ebsimit. <\/p>\n<p><b>Cilat jan\u00eb \"flamujt e kuq\" q\u00eb e tregojn\u00eb menj\u00ebher\u00eb se ngjarja do t\u00eb jet\u00eb jo shum\u00eb dhe nuk duhet t\u00eb humbni koh\u00eb?<\/b><\/p>\n<ul>\n<li>P\u00ebrshkrimi i qart\u00eb se \u00e7far\u00eb duhet b\u00ebr\u00eb (aktual p\u00ebr hackathonet produktive). N\u00ebse gjat\u00eb regjistrimit ju jepet nj\u00eb detyr\u00eb e qart\u00eb, \u00ebsht\u00eb m\u00eb mir\u00eb t\u00eb q\u00ebndroni n\u00eb sht\u00ebpi. Nga kujtesa ime, nuk ka pasur asnj\u00eb hackathon t\u00eb mir\u00eb me nj\u00eb T\u00ebZ. P\u00ebr krahasim: Mir\u00eb \u2014 b\u00ebni di\u00e7ka n\u00eb lidhje me analiz\u00ebn e bisedave audio. Keq \u2014 b\u00ebni nj\u00eb aplikacion q\u00eb do t\u00eb ishte n\u00eb gjendje t\u00eb ndante bised\u00ebn n\u00eb dy pista audio t\u00eb ndara p\u00ebr secilin person. <\/li>\n<li>Fond i vog\u00ebl shp\u00ebrblimi. N\u00ebse ju k\u00ebrkohet t\u00eb b\u00ebni \u201ctinder p\u00ebr nj\u00eb dyqan online me AI\u201d dhe shp\u00ebrblimi p\u00ebr vendin e par\u00eb \u00ebsht\u00eb 500 euro me nj\u00eb num\u00ebr minimal ekipesh prej 5 personash \u2014 ndoshta nuk ia vlen t\u00eb humbni koh\u00eb (po, ky \u00ebsht\u00eb nj\u00eb hackathon real q\u00eb u mbajt n\u00eb Mynih). <\/li>\n<li>Mungesa e t\u00eb dh\u00ebnave (aktual p\u00ebr hackathonet e datashkenc\u00ebs). Organizatoret zakonisht ofrojn\u00eb informacionin kryesor mbi ngjarjen dhe ndonj\u00ebher\u00eb nj\u00eb most\u00ebr t\u00eb datasetit. N\u00ebse nuk e kan\u00eb ofruar \u2014 pyesni, nuk do t'ju shkonte. N\u00ebse p\u00ebr 2-3 t\u00eb dh\u00ebna t\u00eb paqarta do t\u00eb ofrohen dhe n\u00ebse ato do t\u00eb ofrohen fare \u2014 ky \u00ebsht\u00eb nj\u00eb flamur i kuq. <\/li>\n<li>Organizator\u00eb t\u00eb rinj. Mos u lodhni dhe k\u00ebrkoni informacion mbi organizator\u00ebt e hackathonit. N\u00ebse ata po organizojn\u00eb nj\u00eb ngjarje t\u00eb till\u00eb p\u00ebr her\u00eb t\u00eb par\u00eb \u2014 ka shum\u00eb mund\u00ebsi q\u00eb di\u00e7ka t\u00eb shkoj\u00eb keq. N\u00eb an\u00ebn tjet\u00ebr, n\u00ebse organizatori dhe an\u00ebtar\u00ebt e juris\u00eb kan\u00eb organizuar hackathonet m\u00eb par\u00eb ose kan\u00eb marr\u00eb pjes\u00eb aktivisht n\u00eb t\u00eb kaluar\u00ebn \u2014 ky \u00ebsht\u00eb nj\u00eb flamur i gjelb\u00ebr.<\/li>\n<\/ul>\n<p><b>N\u00eb nj\u00eb hackathon m\u00eb than\u00eb: \u00abK\u00ebtu ishte zgjidhja jote m\u00eb e mir\u00eb p\u00ebr pik\u00ebt, por t\u00eb k\u00ebrkoj ndjes\u00eb, ne e vler\u00ebsojm\u00eb pun\u00ebn n\u00eb ekip, dhe ti ke punuar vet\u00ebm. N\u00ebse do t\u00eb kishe marr\u00eb me vete nj\u00eb student ose nj\u00eb vajz\u00eb...\u00bb? A ke hasur ndonj\u00ebher\u00eb n\u00eb nj\u00eb padrejt\u00ebsi t\u00eb till\u00eb? Si ia del? <\/b><br \/>\nPo, kam hasur dhe jo pak her\u00eb. I qas\u00ebm me nj\u00eb q\u00ebndrim stoik ndaj gjith\u00e7kaje q\u00eb ndodh: b\u00ebra gjith\u00e7ka q\u00eb ishte n\u00eb fuqin\u00eb time, n\u00ebse nuk funksionoi \u2014 k\u00ebshtu qenka. <\/p>\n<p>\n<b>P\u00ebrse merresh me gjith\u00eb k\u00ebt\u00eb?<\/b><br \/>\nT\u00eb gjitha k\u00ebto thjesht\u00eb nga boredom.<br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/ods\/blog\/452430\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0417\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0442\u0440\u0438\u043b\u043e\u0433\u0438\u0438 \u043e \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430\u0445. \u0412 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u044f \u0440\u0430\u0441\u0441\u043a\u0430\u0437\u0430\u043b \u043e \u043c\u043e\u0442\u0438\u0432\u0430\u0446\u0438\u0438 \u043a \u0443\u0447\u0430\u0441\u0442\u0438\u044e \u0432 \u0442\u0430\u043a\u0438\u0445 \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u044f\u0445. \u0412\u0442\u043e\u0440\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0431\u044b\u043b\u0430 \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d\u0430 \u043e\u0448\u0438\u0431\u043a\u0430\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0442\u043e\u0440\u043e\u0432 \u0438 \u0438\u0445 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c. \u0417\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0438\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u043f\u043e\u043c\u0435\u0441\u0442\u0438\u043b\u0438\u0441\u044c \u0432 \u043f\u0435\u0440\u0432\u044b\u0435 \u0434\u0432\u0435 \u0447\u0430\u0441\u0442\u0438. \u0420\u0430\u0441\u0441\u043a\u0430\u0436\u0438 \u043a\u0430\u043a \u0442\u044b \u043d\u0430\u0447\u0430\u043b \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430\u0445. \u042f \u0443\u0447\u0438\u043b\u0441\u044f \u0432 \u043c\u0430\u0433\u0438\u0441\u0442\u0440\u0430\u0442\u0443\u0440\u0435 \u041b\u0430\u043f\u043f\u0435\u0435\u043d\u0440\u0430\u043d\u0442\u0441\u043a\u043e\u0433\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u043f\u043e\u043f\u0443\u0442\u043d\u043e \u0440\u0435\u0448\u0430\u044f \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":25748,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-34123","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0417\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0442\u0440\u0438\u043b\u043e\u0433\u0438\u0438 \u043e \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430\u0445.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/sq\/blog\/news\/qa-hakatony\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.1.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"sq_AL\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47QA: \u0425\u0430\u043a\u0430\u0442\u043e\u043d\u044b | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u0417\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0442\u0440\u0438\u043b\u043e\u0433\u0438\u0438 \u043e \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430\u0445.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/sq\/blog\/news\/qa-hakatony\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2019-10-31T18:56:30+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2019-10-31T18:56:30+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47QA: Hackathonet | ProHoster","description":"Pjesa p\u00ebrfundimtare e trilogjis\u00eb p\u00ebr hackathonet.","canonical_url":"https:\/\/prohoster.info\/sq\/blog\/news\/qa-hakatony","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"sq_AL","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47QA: \u0425\u0430\u043a\u0430\u0442\u043e\u043d\u044b | ProHoster","og:description":"\u0417\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0442\u0440\u0438\u043b\u043e\u0433\u0438\u0438 \u043e \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430\u0445.","og:url":"https:\/\/prohoster.info\/sq\/blog\/news\/qa-hakatony","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2019-10-31T18:56:30+00:00","article:modified_time":"2019-10-31T18:56:30+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"34123","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":null,"schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":"2026-01-21 18:00:19","breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2021-03-01 02:27:30","updated":"2026-01-21 18:00:19","focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/34123","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/comments?post=34123"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/34123\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/media\/25748"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/media?parent=34123"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/categories?post=34123"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/tags?post=34123"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}