{"id":32781,"date":"2019-10-31T21:48:54","date_gmt":"2019-10-31T18:48:54","guid":{"rendered":"https:\/\/prohoster.info\/blog\/o-predvzyatosti-iskusstvennogo-intellekta\/"},"modified":"2019-10-31T21:48:54","modified_gmt":"2019-10-31T18:48:54","slug":"o-predvzyatosti-iskusstvennogo-intellekta","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/o-predvzyatosti-iskusstvennogo-intellekta","title":{"rendered":"P\u00ebr paragjykimin e inteligjenc\u00ebs artificiale","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><img decoding=\"async\" alt=\"P\u00ebr paragjykimin e inteligjenc\u00ebs artificiale\" src=\"\/wp-content\/uploads\/2019\/04\/05a731677e1231acceff953db8e1e26a.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/p>\n<p><\/p>\n<h2 id=\"tldr\">tl;dr:<\/h2>\n<p><\/p>\n<ul>\n<li>M\u00ebsimi i makinerive k\u00ebrkon modelet n\u00eb t\u00eb dh\u00ebna. Por inteligjenca artificiale mund t\u00eb jet\u00eb 'e paragjykuar' \u2014 dometh\u00ebn\u00eb, t\u00eb gjej\u00eb modelet e gabuara. P\u00ebr shembull, nj\u00eb sistem i zbuluar i kancerit t\u00eb l\u00ebkur\u00ebs nga fotografit\u00eb mund t\u00eb jap\u00eb p\u00ebrpar\u00ebsi ndaj imazheve t\u00eb marra n\u00eb zyr\u00ebn e mjekut. M\u00ebsimi i makinerive nuk di <em>t\u00eb kuptoj\u00eb<\/em>: algoritmet e tij thjesht zbulojn\u00eb modele n\u00eb numra, dhe n\u00ebse t\u00eb dh\u00ebnat nuk jan\u00eb p\u00ebrfaq\u00ebsuese, at\u00ebher\u00eb edhe rezultati i p\u00ebrpunimit t\u00eb tyre do t\u00eb jet\u00eb i till\u00eb. Nd\u00ebrsa gjetja e k\u00ebtij lloj gabimi mund t\u00eb jet\u00eb e v\u00ebshtir\u00eb p\u00ebr shkak t\u00eb mekanik\u00ebs s\u00eb m\u00ebsimit t\u00eb makinerive. <noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/li>\n<li>Fushat m\u00eb evidente dhe shqet\u00ebsuese t\u00eb problemit jan\u00eb shum\u00ebllojshm\u00ebria njer\u00ebzore. Ka shum\u00eb arsye pse t\u00eb dh\u00ebnat p\u00ebr njer\u00ebzit mund t\u00eb humbasin objektivitetin q\u00eb n\u00eb faz\u00ebn e mbledhjes. Por nuk duhet t\u00eb mendojm\u00eb se ky problem i p\u00ebrket vet\u00ebm njer\u00ebzve: sakt\u00ebsisht t\u00eb nj\u00ebjtat v\u00ebshtir\u00ebsi ndodhin kur p\u00ebrpiqemi t\u00eb zbulojm\u00eb nj\u00eb p\u00ebrmbytje n\u00eb nj\u00eb depo ose nj\u00eb turbin\u00eb gazi t\u00eb prishur. Disa sisteme mund t\u00eb ken\u00eb paragjykime ndaj ngjyr\u00ebs s\u00eb l\u00ebkur\u00ebs, nd\u00ebrsa t\u00eb tjera do t\u00eb jen\u00eb t\u00eb paragjykuara ndaj sensor\u00ebve Siemens. <\/li>\n<li>K\u00ebto probleme nuk jan\u00eb t\u00eb reja p\u00ebr m\u00ebsimin e makinerive, as nuk i p\u00ebrkasin vet\u00ebm atij. Supozime t\u00eb gabuara b\u00ebhen n\u00eb \u00e7do struktur\u00eb komplekse, dhe t\u00eb kuptosh pse \u00ebsht\u00eb marr\u00eb nj\u00eb vendim i caktuar gjithmon\u00eb \u00ebsht\u00eb e v\u00ebshtir\u00eb. Duhet t\u00eb luftojm\u00eb kund\u00ebr k\u00ebsaj n\u00eb m\u00ebnyr\u00eb gjith\u00ebp\u00ebrfshir\u00ebse: t\u00eb krijojm\u00eb mjete dhe procese p\u00ebr verifikimin \u2014 dhe t\u00eb edukojm\u00eb p\u00ebrdoruesit, n\u00eb m\u00ebnyr\u00eb q\u00eb ata t\u00eb mos ndjekin verb\u00ebrisht rekomandimet e inteligjenc\u00ebs artificiale. M\u00ebsimi i makinerive v\u00ebrtet b\u00ebn disa gj\u00ebra shum\u00eb m\u00eb mir\u00eb se ne \u2014 por qent\u00eb, p\u00ebr shembull, jan\u00eb shum\u00eb m\u00eb efikas n\u00eb zbulimin e narkotik\u00ebve, q\u00eb nuk \u00ebsht\u00eb arsye p\u00ebr t'i angazhuar ata si d\u00ebshmitar\u00eb dhe p\u00ebr t\u00eb nxjerr\u00eb vendime bazuar n\u00eb d\u00ebshmit\u00eb e tyre. Dhe qent\u00eb, p\u00ebr ta th\u00ebn\u00eb, jan\u00eb shum\u00eb m\u00eb t\u00eb zgjuar se \u00e7do sistem t\u00eb m\u00ebsimit t\u00eb makinerive. <\/li>\n<\/ul>\n<p>M\u00ebsimi i makinerive sot \u00ebsht\u00eb nj\u00eb nga trendet themelore teknologjike m\u00eb t\u00eb r\u00ebnd\u00ebsishme. Ai \u00ebsht\u00eb nj\u00eb nga m\u00ebnyrat kryesore si teknologjia do t\u00eb ndryshoj\u00eb bot\u00ebn p\u00ebr 10 vitet e ardhshme. Disa aspekte t\u00eb k\u00ebtyre ndryshimeve jan\u00eb shqet\u00ebsuese. P\u00ebr shembull, ndikimi potencial i m\u00ebsimit t\u00eb makinerive n\u00eb tregun e pun\u00ebs, ose p\u00ebrdorimi i tij p\u00ebr q\u00ebllime anti-etike (p\u00ebr shembull, nga regjimet autoritare). Ka edhe nj\u00eb problem tjet\u00ebr, p\u00ebr t\u00eb cilin \u00ebsht\u00eb shkruar ky post: <strong>paragjykimi i inteligjenc\u00ebs artificiale<\/strong>. <\/p>\n<p><\/p>\n<p>Kjo \u00ebsht\u00eb nj\u00eb histori e komplikuar. <\/p>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"P\u00ebr paragjykimin e inteligjenc\u00ebs artificiale\" src=\"\/wp-content\/uploads\/2019\/04\/d692fbfff47614758ab1d8e1516b2742.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>AI nga Google mund t\u00eb gjej\u00eb mace. Kjo lajm nga viti 2012 ishte di\u00e7ka e ve\u00e7ant\u00eb at\u00ebher\u00eb.<\/em><\/p>\n<p><\/p>\n<h2 id=\"chto-takoe-predvzyatost-ii\">\u00c7far\u00eb \u00ebsht\u00eb 'paragjykimi i AI'?<\/h2>\n<p><\/p>\n<blockquote><p><em>'T\u00eb dh\u00ebnat e pap\u00ebrpunuara' jan\u00eb nj\u00ebkoh\u00ebsisht oksimoron dhe nj\u00eb ide e keqe; t\u00eb dh\u00ebnat duhet t\u00eb p\u00ebrgatiten mir\u00eb dhe me kujdes.<\/em> -Jeffrey Boker <\/p><\/blockquote>\n<p>Deri diku n\u00eb vitin 2013, p\u00ebr t\u00eb krijuar nj\u00eb sistem q\u00eb, le t\u00eb themi, njeh macet n\u00eb fotografi, ju duhej t\u00eb p\u00ebrshkruanit hapat logjik\u00eb. Si t\u00eb gjenit n\u00eb imazh k\u00ebndet, t\u00eb njihni syt\u00eb, t\u00eb analizoni teksturat p\u00ebr t\u00eb gjetur leshin, t\u00eb num\u00ebroni putrat, etj. Pastaj t\u00eb mblidhni t\u00eb gjith\u00eb komponent\u00ebt \u2014 dhe t\u00eb zbuloni se k\u00ebt\u00eb nuk e b\u00ebni fare. P\u00ebraf\u00ebrsisht si nj\u00eb kal\u00eb mekanik \u2014 teorikisht mund t\u00eb krijohet, por n\u00eb praktik\u00eb \u00ebsht\u00eb shum\u00eb e komplikuar p\u00ebr t'u p\u00ebrshkruar. N\u00eb fund, ju keni qindra (ose madje mij\u00ebra) rregulla t\u00eb shkruara me dor\u00eb. Dhe asnj\u00eb model q\u00eb funksionon. <\/p>\n<p><\/p>\n<p>Me shfaqjen e m\u00ebsimit t\u00eb makinerive, ne kemi ndalur s\u00eb p\u00ebrdoruri rregullat 'manuale' p\u00ebr njohjen e ndonj\u00eb objekti. N\u00eb vend t\u00eb k\u00ebsaj, ne marrim nj\u00eb mij\u00eb mostra t\u00eb 'atij', X, nj\u00eb mij\u00eb mostra t\u00eb 'ndonj\u00eb gj\u00ebje tjet\u00ebr', Y, dhe e detyrojm\u00eb kompjuterin t\u00eb nd\u00ebrtosh\u00eb nj\u00eb model mbi analiz\u00ebn e statistik\u00ebs s\u00eb tyre. M\u00eb pas, i jepim k\u00ebtij modeli nj\u00eb shembull t\u00eb t\u00eb dh\u00ebnave, dhe ai me nj\u00eb sakt\u00ebsi t\u00eb caktuar p\u00ebrcakton n\u00ebse ai i p\u00ebrket nj\u00eb nga grupet. M\u00ebsimi i makinerive gjeneron nj\u00eb model mbi baz\u00ebn e t\u00eb dh\u00ebnave, dhe jo me ndihm\u00ebn e nj\u00eb njeriu q\u00eb e shkruan at\u00eb. Rezultatet jan\u00eb mbres\u00ebl\u00ebn\u00ebse, ve\u00e7an\u00ebrisht n\u00eb fush\u00ebn e njohjes s\u00eb imazheve dhe modeleve, dhe kjo \u00ebsht\u00eb arsyeja pse e gjith\u00eb industria teknologjike tani kalon n\u00eb m\u00ebsimin e makinerive (ML). <\/p>\n<p><\/p>\n<p>Por nuk \u00ebsht\u00eb gjith\u00e7ka kaq e thjesht\u00eb. N\u00eb bot\u00ebn reale, mij\u00ebra shembuj tuaj t\u00eb X ose Y gjithashtu p\u00ebrfshijn\u00eb A, B, J, L, O, R dhe madje edhe L. Ato mund t\u00eb jen\u00eb t\u00eb shp\u00ebrndara n\u00eb m\u00ebnyr\u00eb t\u00eb pakonsoliduar, dhe disa nga to mund t\u00eb ndodhin aq shpesh sa q\u00eb sistemi do t'i jap\u00eb m\u00eb shum\u00eb r\u00ebnd\u00ebsi atyre se sa objekteve q\u00eb ju interesoni.<\/p>\n<p><\/p>\n<p>\u00c7far\u00eb do t\u00eb thot\u00eb kjo n\u00eb praktik\u00eb? Nj\u00eb shembull i preferuar \u00ebsht\u00eb kur sistemet e njohjes s\u00eb imazheve <noindex><a rel=\"nofollow\" href=\"http:\/\/aiweirdness.com\/post\/171451900302\/do-neural-nets-dream-of-electric-sheep\">shikojn\u00eb nj\u00eb kod\u00ebr t\u00eb mbushur me bar dhe thon\u00eb: 'dele'<\/a><\/noindex>. \u00cbsht\u00eb e qart\u00eb pse: pjesa m\u00eb e madhe e fotografive t\u00eb mostrave t\u00eb 'delevive' jan\u00eb b\u00ebr\u00eb n\u00eb livadhe ku ata jetojn\u00eb, dhe n\u00eb k\u00ebto imazhe, bari z\u00eb nj\u00eb pjes\u00eb shum\u00eb m\u00eb t\u00eb madhe se sa ato t\u00eb vogla t\u00eb bardha dhe t\u00eb buta, dhe pik\u00ebrisht bari sistemi e cil\u00ebson si m\u00eb t\u00eb r\u00ebnd\u00ebsish\u00ebm. <\/p>\n<p><\/p>\n<p>Ka edhe shembuj m\u00eb serioz\u00eb. Nga t\u00eb fundit \u2014 nj\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/www.medpagetoday.com\/dermatology\/generaldermatology\/70513\">projektin<\/a><\/noindex> p\u00ebr identifikimin e kancerit t\u00eb l\u00ebkur\u00ebs n\u00eb fotografi. E v\u00ebrtet\u00eb \u00ebsht\u00eb se dermatologist\u00ebt shpesh fotografonin nj\u00eb rregullore s\u00eb bashku me shfaqjet e kancerit t\u00eb l\u00ebkur\u00ebs, p\u00ebr t\u00eb regjistruar madh\u00ebsin\u00eb e formacioneve. N\u00eb fotografit\u00eb e l\u00ebkur\u00ebs s\u00eb sh\u00ebndosh\u00eb nuk ka rregullore. P\u00ebr sistemin e IA, k\u00ebto rregullore (m\u00eb sakt\u00eb, pixel\u00ebt, t\u00eb cil\u00ebt i p\u00ebrkufizojm\u00eb si 'rregullore') jan\u00eb b\u00ebr\u00eb nj\u00eb nga dallimet midis grupeve t\u00eb shembujve dhe ndonj\u00ebher\u00eb m\u00eb t\u00eb r\u00ebnd\u00ebsishme se nj\u00eb shp\u00ebrthim i vog\u00ebl n\u00eb l\u00ebkur\u00eb. K\u00ebshtu, sistemi projektuar p\u00ebr t\u00eb njohur kancerin e l\u00ebkur\u00ebs ndonj\u00ebher\u00eb e identifikonte at\u00eb si rregullore. <\/p>\n<p><\/p>\n<p>Pika ky\u00e7e k\u00ebtu \u00ebsht\u00eb se sistemi nuk ka kuptimin semantik t\u00eb asaj q\u00eb po shikon. Ne shikojm\u00eb nj\u00eb grup pixel\u00ebsh dhe shohim n\u00eb ta nj\u00eb dele, l\u00ebkur\u00eb apo rregullore, nd\u00ebrsa sistemi sheh vet\u00ebm nj\u00eb varg numrash. Ai nuk sheh hap\u00ebsir\u00ebn tredimensionale, nuk sheh as objekte, as tekstura, as dele. Ai thjesht sheh modele n\u00eb t\u00eb dh\u00ebna. <\/p>\n<p><\/p>\n<p>V\u00ebshtir\u00ebsia e diagnostikimit t\u00eb k\u00ebtyre problemeve \u00ebsht\u00eb se rrjeti neural (modeli i krijuar nga sistemi juaj i m\u00ebsimit t\u00eb makinerive) p\u00ebrb\u00ebhet nga mij\u00ebra qindra mij\u00ebra nyjash. Nuk ka nj\u00eb m\u00ebnyr\u00eb t\u00eb thjesht\u00eb p\u00ebr t\u00eb shqyrtuar modelin dhe p\u00ebr t\u00eb par\u00eb se si merr vendime. Nj\u00eb m\u00ebnyr\u00eb e till\u00eb do t\u00eb dobt\u00eb q\u00eb procesi t\u00eb ishte mjaft i thjesht\u00eb p\u00ebr t\u00eb p\u00ebrshkruar t\u00eb gjitha rregullat me dor\u00eb, pa p\u00ebrdorimin e m\u00ebsimit t\u00eb makinerive. Njer\u00ebzit shqet\u00ebsohen q\u00eb m\u00ebsimi i makinave \u00ebsht\u00eb b\u00ebr\u00eb nj\u00eb lloj 'kutie e zez\u00eb'. (Do ta shpjegoj pak m\u00eb von\u00eb pse kjo krahasim \u00ebsht\u00eb disi i tepruar.) <\/p>\n<p><\/p>\n<p>Kjo, n\u00eb p\u00ebrgjith\u00ebsi, \u00ebsht\u00eb problematika e an\u00ebsis\u00eb s\u00eb inteligjenc\u00ebs artificiale ose m\u00ebsimit t\u00eb makinave: sistemi p\u00ebr gjetjen e modeleve n\u00eb t\u00eb dh\u00ebna mund t\u00eb gjej\u00eb modele t\u00eb pasakta, dhe mund t\u00eb mos e vini re at\u00eb. Kjo \u00ebsht\u00eb nj\u00eb karakteristik\u00eb thelb\u00ebsore e teknologjis\u00eb, dhe \u00ebsht\u00eb e qart\u00eb p\u00ebr t\u00eb gjith\u00eb ata q\u00eb punojn\u00eb me t\u00eb n\u00eb qarqet shkencore dhe n\u00eb kompanit\u00eb e m\u00ebdha teknologjike. Por pasojat e saj jan\u00eb komplekse, dhe zgjidhjet e mundshme p\u00ebr k\u00ebto pasoja gjithashtu. <\/p>\n<p><\/p>\n<p>Le t\u00eb flasim fillimisht p\u00ebr pasojat. <\/p>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"P\u00ebr paragjykimin e inteligjenc\u00ebs artificiale\" src=\"\/wp-content\/uploads\/2019\/04\/43748412bd82ae53a9c2e47afec9c655.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>IA mund, pa e kuptuar, t\u00eb b\u00ebj\u00eb zgjedhje n\u00eb favor t\u00eb disa kategorive t\u00eb njer\u00ebzve, duke u bazuar n\u00eb nj\u00eb sasi t\u00eb madhe sinjalesh t\u00eb padukshme.<\/em><\/p>\n<p><\/p>\n<h2 id=\"scenarii-predvzyatosti-ii\">Skema t\u00eb an\u00ebsis\u00eb s\u00eb IA<\/h2>\n<p><\/p>\n<p>Evident dhe frikshme \u00ebsht\u00eb se ky problem mund t\u00eb shfaqet kur b\u00ebhet fjal\u00eb p\u00ebr diversitetin njer\u00ebzor. S\u00eb fundi, <noindex><a rel=\"nofollow\" href=\"https:\/\/www.reuters.com\/article\/us-amazon-com-jobs-automation-insight\/amazon-scraps-secret-ai-recruiting-tool-that-showed-bias-against-women-idUSKCN1MK08G\">ka kaluar nj\u00eb thashethem<\/a><\/noindex>, q\u00eb Amazon p\u00ebrpiqej t\u00eb nd\u00ebrtonte nj\u00eb sistem m\u00ebsimi t\u00eb makinave p\u00ebr skrinimin fillestar t\u00eb kandidat\u00ebve p\u00ebr pun\u00eb. Pasi n\u00eb mesin e punonj\u00ebsve t\u00eb Amazonit kishte m\u00eb shum\u00eb burra, shembujt e 'pun\u00ebsimeve t\u00eb suksesshme' gjithashtu ishin m\u00eb shpesh t\u00eb natyr\u00ebs mashkullore, dhe n\u00eb p\u00ebrzgjedhjen e CV-ve t\u00eb propozuara nga sistemi kishte m\u00eb shum\u00eb burra. Amazon e vuri re k\u00ebt\u00eb dhe nuk e lan\u00e7oi sistemin n\u00eb prodhim. <\/p>\n<p><\/p>\n<p>E r\u00ebnd\u00ebsishme n\u00eb k\u00ebt\u00eb shembull \u00ebsht\u00eb se sistemi, sipas thashethemeve, jepte p\u00ebrpar\u00ebsi kandidat\u00ebve mashkullor\u00eb, pavar\u00ebsisht se seksin nuk e kishte t\u00eb sh\u00ebnuar n\u00eb CV.<strong> Sistemi po shihte modele t\u00eb tjera n\u00eb shembujt e 'pun\u00ebsimeve t\u00eb suksesshme': p\u00ebr shembull, grat\u00eb mund t\u00eb p\u00ebrdorin fjal\u00eb t\u00eb ve\u00e7anta p\u00ebr t\u00eb p\u00ebrshkruar arritjet e tyre ose t\u00eb ken\u00eb hobit t\u00eb ve\u00e7anta. Sigurisht, sistemi nuk e dinte se \u00e7far\u00eb ishte 'hockey', kush ishin 'njer\u00ebzit', apo \u00e7far\u00eb ishte 'suksesi' \u2013 ai thjesht po b\u00ebnt\u00eb nj\u00eb analiz\u00eb statistikore t\u00eb tekstit.<\/strong> Por modelet q\u00eb ai shihte do t\u00eb mbeteshin, ndoshta, t\u00eb padukshme p\u00ebr njeriun, dhe disa prej tyre (p\u00ebr shembull, se njer\u00ebzit e gjinive t\u00eb ndryshme p\u00ebrshkruajn\u00eb ndryshe suksesin) ndoshta do t\u00eb kishte qen\u00eb t\u00eb v\u00ebshtira p\u00ebr ne q\u00eb t'i shihnim, edhe duke i par\u00eb ato. <\/p>\n<p><\/p>\n<p>M\u00eb tej, gj\u00ebrat p\u00ebrkeq\u00ebsohen. Nj\u00eb sistem i m\u00ebsimit t\u00eb makinave q\u00eb gjen shum\u00eb mir\u00eb kancerin n\u00eb l\u00ebkur\u00eb t\u00eb bardh\u00eb mund t\u00eb mos funksionoj\u00eb po aq mir\u00eb me l\u00ebkur\u00eb t\u00eb err\u00ebt, ose anasjelltas. Nuk \u00ebsht\u00eb domosdoshm\u00ebrisht p\u00ebr shkak t\u00eb an\u00ebsis\u00eb, por sepse ju ndoshta duhet t\u00eb nd\u00ebrtoni nj\u00eb model t\u00eb ve\u00e7ant\u00eb p\u00ebr ngjyr\u00ebn e l\u00ebkur\u00ebs tjet\u00ebr, duke zgjedhur karakteristika t\u00eb tjera.<strong> Sistemet e m\u00ebsimit t\u00eb makinave nuk jan\u00eb t\u00eb nd\u00ebrrueshme madje as n\u00eb nj\u00eb fush\u00eb t\u00eb till\u00eb t\u00eb ngusht\u00eb si njohja e imazheve.<\/strong> Ju nevojitet t\u00eb p\u00ebrshtatni sistemin, ndonj\u00ebher\u00eb thjesht p\u00ebrmes provave dhe gabimeve, p\u00ebr t\u00eb theksuar mir\u00eb ve\u00e7orit\u00eb n\u00eb t\u00eb dh\u00ebnat q\u00eb ju interesojn\u00eb, derisa t\u00eb arrini sakt\u00ebsin\u00eb e d\u00ebshiruar. Por ndoshta nuk do t\u00eb vini re se sistemi \u00ebsht\u00eb 98% i sakt\u00eb kur punon me nj\u00eb grup dhe vet\u00ebm 91% (sidoqoft\u00eb ky \u00ebsht\u00eb m\u00eb i sakt\u00eb se analiza e b\u00ebr\u00eb nga njeriu) me nj\u00eb tjet\u00ebr. <\/p>\n<p><\/p>\n<p>Deri tani kam p\u00ebrdorur kryesisht shembuj q\u00eb lidhen me njer\u00ebzit dhe karakteristikat e tyre. Kjo tem\u00eb \u00ebsht\u00eb kryesisht n\u00eb fokus t\u00eb diskutimeve rreth k\u00ebtij problemi. Por \u00ebsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb kuptoni se an\u00ebsia ndaj njer\u00ebzve \u00ebsht\u00eb vet\u00ebm nj\u00eb pjes\u00eb e problemit. Ne do t\u00eb p\u00ebrdorim m\u00ebsimin e makinave p\u00ebr shum\u00eb gj\u00ebra, dhe gabimi i most regjistrimi do t\u00eb jet\u00eb relevant p\u00ebr t\u00eb gjitha ato. Nga ana tjet\u00ebr, n\u00ebse punoni me njer\u00ebz, an\u00ebsia e t\u00eb dh\u00ebnave mund t\u00eb mos lidhet me ta. <\/p>\n<p><\/p>\n<p>P\u00ebr ta kuptuar k\u00ebt\u00eb, le t\u00eb kthehemi te shembulli i kancerit t\u00eb l\u00ebkur\u00ebs dhe t\u00eb shqyrtojm\u00eb tri mund\u00ebsi hipotetike p\u00ebr d\u00ebshtimin e sistemit. <\/p>\n<p><\/p>\n<ol>\n<li>Distribucioni jo homogjen i njer\u00ebzve: nj\u00eb num\u00ebr i pabesuesh\u00ebm i fotografive t\u00eb l\u00ebkur\u00ebs me nuanca t\u00eb ndryshme, q\u00eb \u00e7on n\u00eb rezultate false pozitive ose negative lidhur me pigmentimin. <\/li>\n<li>T\u00eb dh\u00ebnat mbi t\u00eb cilat st\u00ebrvitet sistemi p\u00ebrmbajn\u00eb nj\u00eb tipar q\u00eb haset shpesh dhe \u00ebsht\u00eb n\u00eb m\u00ebnyr\u00eb heterogjene; ai nuk \u00ebsht\u00eb i lidhur me njer\u00ebzit dhe nuk ka vler\u00eb diagnostikuese: nj\u00eb linj\u00eb n\u00eb fotografit\u00eb e manifestimeve t\u00eb kancerit t\u00eb l\u00ebkur\u00ebs ose bar n\u00eb fotografit\u00eb e deleve. N\u00eb k\u00ebt\u00eb rast, rezultati do t\u00eb ndryshoj\u00eb n\u00ebse sistemi gjen piksela t\u00eb di\u00e7kaje q\u00eb syri njer\u00ebzor e identifikon si \"linj\u00eb\". <\/li>\n<li>T\u00eb dh\u00ebnat p\u00ebrmbajn\u00eb nj\u00eb tipar t\u00eb jasht\u00ebm q\u00eb nj\u00eb njeri nuk mund ta shoh\u00eb, edhe n\u00ebse e k\u00ebrkon at\u00eb. <\/li>\n<\/ol>\n<p><\/p>\n<p>\u00c7far\u00eb do t\u00eb thot\u00eb kjo? Ne e dim\u00eb a priori se t\u00eb dh\u00ebnat mund t\u00eb paraqesin grupe t\u00eb ndryshme njer\u00ebzish n\u00eb m\u00ebnyra t\u00eb ndryshme, dhe t\u00eb pakt\u00ebn mund t\u00eb planifikojm\u00eb k\u00ebrkimin p\u00ebr p\u00ebrjashtime t\u00eb tilla. Me fjal\u00eb t\u00eb tjera, ka shum\u00eb arsye sociale q\u00eb sugjerojn\u00eb se t\u00eb dh\u00ebnat mbi grupet e njer\u00ebzve tashm\u00eb p\u00ebrmbajn\u00eb disa paragjykime. N\u00ebse shohim nj\u00eb foto me nj\u00eb linj\u00eb, do ta shohim at\u00eb linj\u00eb \u2014 ne thjesht e kishim injoruar m\u00eb par\u00eb, duke ditur se ajo nuk kishte r\u00ebnd\u00ebsi, duke e harruar se sistemi nuk e di asgj\u00eb.<\/p>\n<p><\/p>\n<p>Por \u00e7far\u00eb, n\u00ebse t\u00eb gjitha fotografit\u00eb tuaja t\u00eb l\u00ebkur\u00ebs s\u00eb pa sh\u00ebndetshme jan\u00eb b\u00ebr\u00eb n\u00eb nj\u00eb zyr\u00eb ku p\u00ebrdoren llampa ndri\u00e7imi, nd\u00ebrsa ato t\u00eb sh\u00ebndetshme n\u00ebn drit\u00eb fluorescente? \u00c7far\u00eb, n\u00ebse pas p\u00ebrfundimit t\u00eb xhirimeve t\u00eb l\u00ebkur\u00ebs s\u00eb sh\u00ebndetshme, para se t\u00eb filloni me at\u00eb t\u00eb pa sh\u00ebndetshme, keni p\u00ebrmir\u00ebsuar sistemin operativ n\u00eb telefonin tuaj, dhe Apple ose Google kan\u00eb ndonj\u00ebher\u00eb ndryshuar pak algoritmin p\u00ebr eliminimin e zhurm\u00ebs? Nj\u00eb njeri nuk do t\u00eb mund ta shihte k\u00ebt\u00eb, sado q\u00eb t\u00eb k\u00ebrkonte p\u00ebr k\u00ebto ve\u00e7ori. Nd\u00ebrsa sistemi i p\u00ebrdorimit t\u00eb makin\u00ebs do ta shihte dhe p\u00ebrdorte menj\u00ebher\u00eb. Ai nuk di asgj\u00eb. <\/p>\n<p><\/p>\n<p>\u00c7far\u00eb ndodhi? Diskutuam p\u00ebr korrelacione t\u00eb gabuara, por ndodh q\u00eb t\u00eb dh\u00ebnat jan\u00eb t\u00eb sakta dhe rezultatet jan\u00eb t\u00eb drejta, por nuk d\u00ebshironi t'i p\u00ebrdorni ato p\u00ebr arsye etike, ligjore apo menaxheriale. N\u00eb disa juridiksione, p\u00ebr shembull, nuk \u00ebsht\u00eb e lejueshme t\u00eb ofrohet nj\u00eb zbritje n\u00eb sigurim p\u00ebr grat\u00eb, edhe pse grat\u00eb ndoshta vozisin m\u00eb t\u00eb sigurt. Ne mund t\u00eb imagjinonim nj\u00eb sistem q\u00eb, kur analizon t\u00eb dh\u00ebnat historike, do t'i asignonte emrave femra nj\u00eb faktor risku m\u00eb t\u00eb ul\u00ebt. Mir\u00eb, le ta heqim emrat nga mostrat. Por mbani n\u00eb mend shembullin e Amazon-it: sistemi mund t\u00eb p\u00ebrcaktoj\u00eb gjinin\u00eb p\u00ebrmes faktor\u00ebve t\u00eb tjer\u00eb (ndon\u00ebse ai nuk di se \u00e7far\u00eb \u00ebsht\u00eb gjinia, dhe as \u00e7far\u00eb \u00ebsht\u00eb makina), dhe nuk do ta v\u00ebreni k\u00ebt\u00eb deri sa rregullatori t\u00eb shqyrtoj\u00eb retroaktivisht tarifat q\u00eb ju ofroni dhe t\u00eb k\u00ebrkoj\u00eb nj\u00eb gjob\u00eb. <\/p>\n<p><\/p>\n<p>S\u00eb fundi, shpesh n\u00ebnkuptohet se do t\u00eb p\u00ebrdorim k\u00ebto sisteme vet\u00ebm p\u00ebr projekte q\u00eb lidhen me njer\u00ebzit dhe interaksionet sociale. Kjo nuk \u00ebsht\u00eb e v\u00ebrtet\u00eb. N\u00ebse jeni duke prodhuar turbinat gazi, patjet\u00ebr do t\u00eb d\u00ebshironit t\u00eb aplikoni m\u00ebsimin e makinerive p\u00ebr telemetrit\u00eb e transmetuara nga dhjet\u00ebra ose qindra sensor\u00eb n\u00eb produktin tuaj (sensor\u00ebt audio, video, temperaturor\u00eb, dhe \u00e7do sensor tjet\u00ebr gjenerojn\u00eb t\u00eb dh\u00ebna q\u00eb mund t\u00eb adaptohen leht\u00eb p\u00ebr t\u00eb krijuar nj\u00eb model t\u00eb m\u00ebsimit t\u00eb makinerive). Hipotetikisht, mund t\u00eb thoni: \"Ja t\u00eb dh\u00ebnat p\u00ebr nj\u00eb mij\u00eb turbina t\u00eb prishura, marr\u00eb para prishjes s\u00eb tyre, dhe ja t\u00eb dh\u00ebnat p\u00ebr nj\u00eb mij\u00eb turbina q\u00eb nuk jan\u00eb prishur. Nd\u00ebrtoni nj\u00eb model p\u00ebr t\u00eb th\u00ebn\u00eb se \u00e7far\u00eb ndan ato.\" Nd\u00ebrsa tani imagjinoni se sensor\u00ebt Siemens jan\u00eb montuar tek 75% e turbina t\u00eb k\u00ebqija, dhe vet\u00ebm 12% e atyre t\u00eb mira (nuk ka ndonj\u00eb lidhje me prishtjen). Sistemi do t\u00eb nd\u00ebrtoj\u00eb nj\u00eb model p\u00ebr t\u00eb gjetur turbinat me sensor\u00eb Siemens. Ups!<\/p>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"P\u00ebr paragjykimin e inteligjenc\u00ebs artificiale\" src=\"\/wp-content\/uploads\/2019\/04\/e8097e4913756fdf04826a6628bc6836.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nImazhi \u2014 Moritz Hardt, UC Berkeley<\/p>\n<p><\/p>\n<h2 id=\"upravlenie-predvzyatostyu-ii\">Menaxhimi i paragjykimeve t\u00eb AI<\/h2>\n<p><\/p>\n<p>\u00c7far\u00eb mund t\u00eb b\u00ebjm\u00eb rreth k\u00ebsaj? Mund t'i qasen k\u00ebtij problemi nga tri k\u00ebndv\u00ebshtrime:<\/p>\n<p><\/p>\n<ol>\n<li>Rigorozitet metodologjik n\u00eb mbledhjen dhe menaxhimin e t\u00eb dh\u00ebnave p\u00ebr t\u00eb st\u00ebrvitur sistemin.<\/li>\n<li>Instrumentet teknike p\u00ebr analizimin dhe diagnostikimin e sjelljes s\u00eb modelit.<\/li>\n<li>Trajnimi, edukimi dhe kujdesi n\u00eb implementimin e m\u00ebsimit t\u00eb makinerive n\u00eb produkte.<\/li>\n<\/ol>\n<p><\/p>\n<p>N\u00eb librin \"Mjesht\u00ebr n\u00eb D\u00ebshir\u00eb\" t\u00eb Moli\u00e8res ka nj\u00eb shaka: nj\u00eb burre u tregua se let\u00ebrsia ndahet n\u00eb proz\u00eb dhe poezi, dhe ai me admirimin e tij zbulon se ka folur gjithmon\u00eb proz\u00eb, pa e ditur. Sigurisht, statisticien\u00ebt ndihen ndryshe sot: pa e kuptuar, ata i kan\u00eb kushtuar karrierat e tyre inteligjenc\u00ebs artificiale dhe gabimit t\u00eb mostrat. T\u00eb k\u00ebrkosh gabimin e mostrat dhe t\u00eb shqet\u00ebsohesh p\u00ebr t\u00eb nuk \u00ebsht\u00eb nj\u00eb problem i ri; thjesht duhet t'i qasemi me sistematik\u00eb zgjidhjes s\u00eb tij. Si\u00e7 p\u00ebrmendet m\u00eb sip\u00ebr, n\u00eb disa raste \u00ebsht\u00eb me t\u00eb v\u00ebrtet\u00eb m\u00eb e leht\u00eb ta b\u00ebsh k\u00ebt\u00eb duke studiuar problemet e lidhura me t\u00eb dh\u00ebnat p\u00ebr njer\u00ebzit. Ne e supozuam a priori se mund t\u00eb kemi paragjykime n\u00eb lidhje me grupe t\u00eb ndryshme njer\u00ebzish, por paragjykimi n\u00eb lidhje me sensor\u00ebt Siemens \u00ebsht\u00eb di\u00e7ka q\u00eb madje \u00ebsht\u00eb e v\u00ebshtir\u00eb ta imagjinosh.<\/p>\n<p><\/p>\n<p>\u00cbsht\u00eb e reja q\u00eb njer\u00ebzit nuk merren m\u00eb drejtp\u00ebrdrejt me analiz\u00ebn statistikore. Kjo b\u00ebhet nga makina q\u00eb ndjekin modele t\u00eb m\u00ebdha komplekse, t\u00eb v\u00ebshtira p\u00ebr t'u kuptuar. Pyetja e transparenc\u00ebs \u00ebsht\u00eb nj\u00eb nga aspektet kryesore t\u00eb problemit t\u00eb biasit. Na frik\u00ebson q\u00eb sistemi nuk \u00ebsht\u00eb vet\u00ebm me bias, por q\u00eb nuk ka ndonj\u00eb mund\u00ebsi p\u00ebr ta zbuluar at\u00eb, dhe se m\u00ebsimi n\u00eb makina dallon nga format e tjera t\u00eb automatizimit q\u00eb supozohet se p\u00ebrb\u00ebhen nga hapa logjik\u00eb t\u00eb qart\u00eb, t\u00eb cil\u00ebt mund t\u00eb verifikohen. <\/p>\n<p><\/p>\n<p>K\u00ebtu ka dy probleme. Mbase ne ende mund t\u00eb kryejm\u00eb nj\u00eb audit t\u00eb sistemeve t\u00eb m\u00ebsimit me makina. Dhe auditimi i \u00e7do sistemi tjet\u00ebr n\u00eb t\u00eb v\u00ebrtet\u00eb nuk \u00ebsht\u00eb aspak m\u00eb i leht\u00eb.<\/p>\n<p><\/p>\n<p>S\u00eb pari, nj\u00eb nga drejtimet e k\u00ebrkimeve moderne n\u00eb fush\u00ebn e m\u00ebsimit me makina \u00ebsht\u00eb t\u00eb gjejm\u00eb metoda se si t\u00eb identifikojm\u00eb funksionalitetin e r\u00ebnd\u00ebsish\u00ebm t\u00eb sistemeve t\u00eb m\u00ebsimit me makina. Nd\u00ebrkoh\u00eb, m\u00ebsimi n\u00eb makina (n\u00eb gjendjen e tij aktuale) \u00ebsht\u00eb nj\u00eb fush\u00eb e re shkencore q\u00eb ndryshon shpejt, k\u00ebshtu q\u00eb nuk duhet t\u00eb mendojm\u00eb se gj\u00ebrat q\u00eb sot duken t\u00eb pamundura nuk mund t\u00eb b\u00ebhen shum\u00eb shpejt reale. Projekti <noindex><a rel=\"nofollow\" href=\"https:\/\/openai.com\/\">OpenAI<\/a><\/noindex> \u2014 \u00ebsht\u00eb nj\u00eb shembull interesant i k\u00ebsaj. <\/p>\n<p><\/p>\n<p>S\u00eb dyti, ideja se mund t\u00eb kontrolloni dhe kuptoni procesin e marrjes s\u00eb vendimeve n\u00eb sistemet ose organizatat ekzistuese \u00ebsht\u00eb e bukur n\u00eb teori, por e dhimbshme n\u00eb praktik\u00eb. T\u00eb kuptosh se si merren vendimet n\u00eb nj\u00eb organizat\u00eb t\u00eb madhe nuk \u00ebsht\u00eb aspak e thjesht\u00eb. Edhe n\u00ebse ekziston nj\u00eb proces formal vendimmarr\u00ebs, ai nuk pasqyron se si njer\u00ebzit nd\u00ebrveprojn\u00eb n\u00eb t\u00eb v\u00ebrtet\u00eb, dhe ata vet\u00eb shpesh nuk kan\u00eb nj\u00eb qasje logjike sistematike n\u00eb marrjen e vendimeve t\u00eb tyre. Si\u00e7 tha kolegu im <noindex><a rel=\"nofollow\" href=\"https:\/\/en.wikipedia.org\/wiki\/Vijay_S._Pande\">Vijay Panda<\/a><\/noindex>, <strong>njer\u00ebzit jan\u00eb gjithashtu kuti t\u00eb zeza.<\/strong>. <\/p>\n<p><\/p>\n<p>Merrni nj\u00eb mij\u00eb njer\u00ebz n\u00eb disa kompani dhe institute t\u00eb nd\u00ebrthurura, dhe problemi b\u00ebhet edhe m\u00eb kompleks. Ne e dim\u00eb pas faktit se \"Space Shuttle\" ishte e destinuar t\u00eb shp\u00ebrb\u00ebhej gjat\u00eb rikthimit, dhe disa individ\u00eb brenda NASA-s kishin informacionin q\u00eb u jepte atyre arsye p\u00ebr t\u00eb menduar se mund t\u00eb ndodhte di\u00e7ka e keqe, por sistemi <em>n\u00eb t\u00ebr\u00ebsi<\/em> nuk e dinte. NASA sapo kishte kaluar nj\u00eb audit t\u00eb ngjash\u00ebm, duke humbur shatullin e m\u00ebparsh\u00ebm, dhe megjithat\u00eb humbi nj\u00eb tjet\u00ebr \u2014 p\u00ebr nj\u00eb arsye shum\u00eb t\u00eb ngjashme. \u00cbsht\u00eb e leht\u00eb t\u00eb thuash se organizatat dhe njer\u00ebzit ndjekin rregulla logjike t\u00eb qarta q\u00eb mund t\u00eb verifikohen, kuptohen dhe ndryshohen \u2014 por eksperienca tregon t\u00eb kund\u00ebrt\u00ebn. Ky \u00ebsht\u00eb \"<noindex><a rel=\"nofollow\" href=\"https:\/\/ru.wikipedia.org\/wiki\/%D0%93%D0%BE%D1%81%D0%BF%D0%BB%D0%B0%D0%BD_%D0%A1%D0%A1%D0%A1%D0%A0\">iluzione i Gospplanit.<\/a><\/noindex>\u00bb.<\/p>\n<p><\/p>\n<p><strong>Ndonj\u00ebher\u00eb e krahasoj m\u00ebsimin me makina me bazat e t\u00eb dh\u00ebnave, ve\u00e7an\u00ebrisht me ato relacionales \u2014 nj\u00eb teknologji themelore e re q\u00eb ndryshoi mund\u00ebsit\u00eb e informatik\u00ebs dhe bot\u00ebn p\u00ebrreth saj, e cila \u00ebsht\u00eb b\u00ebr\u00eb nj\u00eb pjes\u00eb e gjith\u00e7kaje, q\u00eb ne e p\u00ebrdorim vazhdimisht pa e kuptuar.<\/strong> Bashkimi i t\u00eb dh\u00ebnave gjithashtu ka probleme, dhe ato jan\u00eb t\u00eb natyr\u00ebs s\u00eb ngjashme: sistemi mund t\u00eb jet\u00eb nd\u00ebrtuar mbi supozime t\u00eb gabuara ose mbi t\u00eb dh\u00ebna t\u00eb k\u00ebqija, por kjo do t\u00eb jet\u00eb e v\u00ebshtir\u00eb p\u00ebr t'u v\u00ebrejtur, dhe njer\u00ebzit q\u00eb p\u00ebrdorin sistemin do t\u00eb b\u00ebjn\u00eb at\u00eb q\u00eb ai iu thot\u00eb, pa b\u00ebr\u00eb pyetje. Ka shum\u00eb shakara t\u00eb vjetra p\u00ebr punonj\u00ebsit e tatimeve q\u00eb nj\u00eb her\u00eb regjistruan gabimisht emrin tuaj, dhe t\u00eb bindesh ata t\u00eb korrigjojn\u00eb gabimin \u00ebsht\u00eb shum\u00eb m\u00eb e komplikuar se sa t\u00eb ndryshosh emrin. Kjo mund t\u00eb mendohet n\u00eb m\u00ebnyra t\u00eb ndryshme, por nuk \u00ebsht\u00eb e qart\u00eb se si \u00ebsht\u00eb m\u00eb mir\u00eb: si nj\u00eb problem teknik n\u00eb SQL, ose si nj\u00eb gabim n\u00eb l\u00ebshimin e Oracle-it, ose si nj\u00eb d\u00ebshtim i institucioneve burokratike? Sa e v\u00ebshtir\u00eb \u00ebsht\u00eb t\u00eb gjesh gabimin n\u00eb procesin q\u00eb \u00e7oi n\u00eb faktin q\u00eb sistemi nuk ka nj\u00eb ve\u00e7ori t\u00eb till\u00eb si korrigjimi i gabimeve t\u00eb shtypura? A ishte e mundur t\u00eb kuptohej kjo para se njer\u00ebzit t\u00eb fillonin t\u00eb ankojn\u00eb? <\/p>\n<p><\/p>\n<p>Edhe m\u00eb leht\u00eb ilustrohet ky problem nga historit\u00eb kur shofer\u00ebt p\u00ebr shkak t\u00eb t\u00eb dh\u00ebnave t\u00eb vjetruara n\u00eb navigator dalin n\u00eb lume. Mir\u00eb, hartat duhet t\u00eb p\u00ebrdit\u00ebsohen vazhdimisht. Por sa \u00ebsht\u00eb faji i TomTom p\u00ebr faktin se makina juaj po p\u00ebrmbyset n\u00eb det?<\/p>\n<p><\/p>\n<p>E them se k\u00ebt\u00eb q\u00eb po them, se po, \u2013 parafytyrimi i m\u00ebsimit t\u00eb makinave do t\u00eb krijoj\u00eb probleme. Por k\u00ebto probleme do t\u00eb jen\u00eb t\u00eb ngjashme me ato q\u00eb kemi hasur n\u00eb t\u00eb kaluar\u00ebn, dhe mund t\u00eb v\u00ebrehen dhe zgjidhen (ose jo) aq mir\u00eb sa i kemi zgjidhur n\u00eb t\u00eb kaluar\u00ebn. K\u00ebshtu, skenari ku parafytyrimi i AI do t\u00eb shkaktoj\u00eb d\u00ebme, \u00ebsht\u00eb shum\u00eb e pamundur t\u00eb ndodh\u00eb me shkenc\u00ebtar\u00ebt kryesor\u00eb q\u00eb punojn\u00eb n\u00eb nj\u00eb organizat\u00eb t\u00eb madhe. M\u00eb tep\u00ebr, ndonj\u00eb kontraktor teknologjik i par\u00ebnd\u00ebsish\u00ebm ose nj\u00eb furnizues softueri do t\u00eb shkruaj\u00eb di\u00e7ka pa p\u00ebrgatitje, duke p\u00ebrdorur komponent\u00eb, biblioteka dhe mjete open-source q\u00eb nuk i kupton. Dhe klienti i pakujdessh\u00ebm do t\u00eb bjer\u00eb pre e shprehjes 'inteligjenc\u00eb artificiale' n\u00eb p\u00ebrshkrimin e produktit dhe, pa b\u00ebr\u00eb pyetje t\u00eb panevojshme, do t'ia jap\u00eb atij punonj\u00ebsve t\u00eb tij me pag\u00eb t\u00eb ul\u00ebt, duke i b\u00ebr\u00eb ata t\u00eb b\u00ebjn\u00eb at\u00eb q\u00eb thot\u00eb AI. Kjo ka ndodhur me bazat e t\u00eb dh\u00ebnave. Kjo nuk \u00ebsht\u00eb nj\u00eb problem i inteligjenc\u00ebs artificiale dhe as nj\u00eb problem softuerik. Kjo \u00ebsht\u00eb nj\u00eb \u00e7\u00ebshtje njer\u00ebzore.<\/p>\n<p><\/p>\n<h2 id=\"zaklyuchenie\">P\u00ebrfundimi<\/h2>\n<p><\/p>\n<blockquote><p><em>M\u00ebsimi i makinave mund t\u00eb b\u00ebj\u00eb gjith\u00e7ka q\u00eb mund t'i m\u00ebsoj\u00eb nj\u00eb qen, \u2013 por asnj\u00ebher\u00eb nuk mund t\u00eb jeni t\u00eb sigurt se \u00e7far\u00eb sakt\u00ebsisht e keni m\u00ebsuar at\u00eb qen.<\/em><\/p><\/blockquote>\n<p>M\u00eb duket shpesh se termi 'inteligjenc\u00eb artificiale' vet\u00ebm sa e pengon hyrjen n\u00eb biseda si kjo. Ky term krijon nj\u00eb p\u00ebrshtypje t\u00eb gabuar se ne n\u00eb t\u00eb v\u00ebrtet\u00eb e kemi krijuar at\u00eb \u2013 k\u00ebt\u00eb inteligjenc\u00eb. Se jemi n\u00eb rrug\u00eb drejt HAL9000 ose Skynet \u2013 drejt di\u00e7kaje q\u00eb n\u00eb t\u00eb v\u00ebrtet\u00eb <em>kupton<\/em>. Por jo. Kjo \u00ebsht\u00eb thjesht makina, dhe \u00ebsht\u00eb shum\u00eb m\u00eb e sakt\u00eb ta krahasosh, le t\u00eb themi, me nj\u00eb lavatri\u00e7e. Ajo b\u00ebn pun\u00ebn e larjes shum\u00eb m\u00eb mir\u00eb se njeriu, por n\u00ebse vendosni en\u00eb n\u00eb vend t\u00eb rrobave, ajo do t'i \u2026 laj\u00eb ato. En\u00ebt do t\u00eb b\u00ebhen t\u00eb pastra. Por kjo nuk do t\u00eb jet\u00eb ajo q\u00eb prisnit, dhe do t\u00eb ndodh\u00eb jo sepse sistemi ka ndonj\u00eb paragjykim ndaj en\u00ebve. Lavatri\u00e7e nuk e di as \u00e7far\u00eb jan\u00eb en\u00ebt, as \u00e7far\u00eb jan\u00eb rrobat \u2013 kjo \u00ebsht\u00eb thjesht nj\u00eb shembull i automatizimit, konceptualisht i nj\u00ebjt\u00eb me at\u00eb si jan\u00eb automatizuar proceset m\u00eb par\u00eb.<\/p>\n<p><\/p>\n<p>Pavar\u00ebsisht tem\u00ebs \u2013 p\u00ebr makinat, avion\u00ebt ose bazat e t\u00eb dh\u00ebnave \u2013 k\u00ebto sisteme do t\u00eb jen\u00eb nj\u00ebkoh\u00ebsisht shum\u00eb t\u00eb fuqishme dhe shum\u00eb t\u00eb kufizuara. Ato do t\u00eb varen plot\u00ebsisht nga m\u00ebnyra se si njer\u00ebzit i p\u00ebrdorin k\u00ebto sisteme, cilat jan\u00eb q\u00ebllimet e tyre t\u00eb mira ose t\u00eb k\u00ebqija dhe sa e kuptojn\u00eb ata funksionimin e tyre.<\/p>\n<p><\/p>\n<p>K\u00ebshtu, t\u00eb thuash se 'inteligjenca artificiale \u00ebsht\u00eb matematik\u00eb, prandaj nuk mund t\u00eb ket\u00eb paragjykime' \u00ebsht\u00eb krejt\u00ebsisht e pav\u00ebrtet\u00eb. Po aq e pav\u00ebrtet\u00eb \u00ebsht\u00eb t\u00eb thuash se m\u00ebsimi i makinave '\u00ebsht\u00eb subjektiv me natyr\u00eb'. M\u00ebsimi i makinave gjen modele n\u00eb t\u00eb dh\u00ebna, dhe cilat modele do t\u00eb gjej\u00eb varet nga t\u00eb dh\u00ebnat, dhe t\u00eb dh\u00ebnat varen nga ne. Ashtu si\u00e7 ndikon ajo q\u00eb b\u00ebjm\u00eb me to. M\u00ebsimi i makinave b\u00ebjn\u00eb disa gj\u00ebra shum\u00eb m\u00eb mir\u00eb se ne, \u2013 por qent\u00eb, p\u00ebr shembull, jan\u00eb shum\u00eb m\u00eb efikas\u00eb se njer\u00ebzit n\u00eb zb \u043e\u0431\u043d\u0430\u0440\u0443\u0436imin e drogave, \u00e7ka nuk \u00ebsht\u00eb nj\u00eb arsye p\u00ebr t'i p\u00ebrdorur ata si d\u00ebshmitar\u00eb dhe p\u00ebr t\u00eb marr\u00eb vendime mbi baz\u00ebn e d\u00ebshmive t\u00eb tyre. Dhe p\u00ebr ta th\u00ebn\u00eb, qent\u00eb jan\u00eb shum\u00eb m\u00eb inteligjent\u00eb se \u00e7do sistem m\u00ebsimi makine.<\/p>\n<p><strong>P\u00ebrkthimi:<\/strong>\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/en\/users\/757NF\/\">Diana Letzkaya<\/a><\/noindex>.<br \/>\n<strong>Redaktimi:<\/strong>\u00a0<noindex><a rel=\"nofollow\" href=\"http:\/\/teleg.one\/ponchiknews\">Aleksej Ivanov<\/a><\/noindex>.<br \/>\n<strong>Komuniteti:<\/strong> <noindex><a rel=\"nofollow\" href=\"http:\/\/teleg.one\/ponchiknews\">@PonchikNews<\/a><\/noindex>.<\/p>\n<p>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/449224\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>tl;dr: \u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u0449\u0435\u0442 \u0437\u0430\u043a\u043e\u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u0438 \u0432 \u0434\u0430\u043d\u043d\u044b\u0445. \u041d\u043e \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u00ab\u043f\u0440\u0435\u0434\u0432\u0437\u044f\u0442\u00bb \u2014\u00a0\u0442\u043e \u0435\u0441\u0442\u044c, \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c \u043d\u0435\u0432\u0435\u0440\u043d\u044b\u0435 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b. \u041a \u043f\u0440\u0438\u043c\u0435\u0440\u0443, \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0440\u0430\u043a\u0430 \u043a\u043e\u0436\u0438 \u043f\u043e \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0440\u0430\u0449\u0430\u0442\u044c \u043e\u0441\u043e\u0431\u043e\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043d\u0430 \u0441\u043d\u0438\u043c\u043a\u0438, \u0441\u0434\u0435\u043b\u0430\u043d\u043d\u044b\u0435 \u0432\u043e \u0432\u0440\u0430\u0447\u0435\u0431\u043d\u043e\u043c \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0435. \u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u0443\u043c\u0435\u0435\u0442 \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c: \u0435\u0433\u043e \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043b\u0438\u0448\u044c \u0432\u044b\u044f\u0432\u043b\u044f\u044e\u0442 \u0437\u0430\u043a\u043e\u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u0438 \u0432 \u0447\u0438\u0441\u043b\u0430\u0445, \u0438 \u0435\u0441\u043b\u0438 \u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0435 \u0440\u0435\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0442\u0438\u0432\u043d\u044b, \u0442\u0430\u043a\u0438\u043c \u0431\u0443\u0434\u0435\u0442 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":24558,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-32781","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-novosti-interneta"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"tl;dr: \u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u0449\u0435\u0442 \u0437\u0430\u043a\u043e\u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u0438 \u0432 \u0434\u0430\u043d\u043d\u044b\u0445. \u041d\u043e \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u00ab\u043f\u0440\u0435\u0434\u0432\u0437\u044f\u0442\u00bb \u2014 \u0442\u043e \u0435\u0441\u0442\u044c, \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c \u043d\u0435\u0432\u0435\u0440\u043d\u044b\u0435 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b. \u041a \u043f\u0440\u0438\u043c\u0435\u0440\u0443, \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0440\u0430\u043a\u0430 \u043a\u043e\u0436\u0438 \u043f\u043e \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0440\u0430\u0449\u0430\u0442\u044c \u043e\u0441\u043e\u0431\u043e\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043d\u0430 \u0441\u043d\u0438\u043c\u043a\u0438, \u0441\u0434\u0435\u043b\u0430\u043d\u043d\u044b\u0435 \u0432\u043e \u0432\u0440\u0430\u0447\u0435\u0431\u043d\u043e\u043c \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0435. 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Por inteligjenca artificiale mund t\u00eb jet\u00eb 'para-dashakeq' \u2013 dmth, t\u00eb gjej\u00eb modele t\u00eb gabuara. P\u00ebr shembull, nj\u00eb sistem p\u00ebr zb \u043e\u0431\u043d\u0430\u0440\u0443\u0436imin e kancerit t\u00eb l\u00ebkur\u00ebs nga fotografia mund t\u00eb fokusohet ve\u00e7an\u00ebrisht n\u00eb fotografit\u00eb e b\u00ebra n\u00eb zyr\u00ebn e mjekut. 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