{"id":40154,"date":"2020-01-31T20:49:33","date_gmt":"2020-01-31T17:49:33","guid":{"rendered":"https:\/\/prohoster.info\/blog\/blog_prohoster\/intellekt-sposobnost-obekta-adaptirovat-svoe-povedenie-k-okruzhayushhej-srede-s-czelyu-svoego-sohraneniya-vyzhivaniya"},"modified":"2020-01-31T20:49:33","modified_gmt":"2020-01-31T17:49:33","slug":"intellekt-sposobnost-obekta-adaptirovat-svoe-povedenie-k-okruzhayushhej-srede-s-czelyu-svoego-sohraneniya-vyzhivaniya","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/intellekt-sposobnost-obekta-adaptirovat-svoe-povedenie-k-okruzhayushhej-srede-s-czelyu-svoego-sohraneniya-vyzhivaniya","title":{"rendered":"Inteligjenca \u00ebsht\u00eb aft\u00ebsia e nj\u00eb objekti p\u00ebr t\u00eb adaptuar sjelljen e tij ndaj mjedisit p\u00ebr t\u00eb siguruar mbijetes\u00ebn e tij.","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<h4>Sh\u00ebnimi<\/h4>\n<p>\nE gjith\u00eb bota po flet p\u00ebr Inteligjenc\u00ebn Artificiale, por, ja \u00e7far\u00eb paradoksi! \u2013 ende nuk ekziston nj\u00eb p\u00ebrkufizim t\u00eb pranuar, t\u00eb kuptuesh\u00ebm, t\u00eb strukturuar logjikisht dhe t\u00eb thell\u00eb p\u00ebr \"inteligjenc\u00ebn\" (madje as p\u00ebr at\u00eb artificiale e as p\u00ebrgjith\u00ebsisht)! Pse t\u00eb mos marrim guximin \u2013 ta gjejm\u00eb dhe ta propozojm\u00eb nj\u00eb p\u00ebrkufizim t\u00eb till\u00eb? Sepse p\u00ebrkufizimi \u00ebsht\u00eb baza mbi t\u00eb cil\u00ebn nd\u00ebrtohet gjith\u00e7ka tjet\u00ebr, apo jo? Si do t\u00eb nd\u00ebrtojm\u00eb AI, kur secili e sheh ndryshe at\u00eb q\u00eb duhet t\u00eb jet\u00eb n\u00eb themel? Le t\u00eb fillojm\u00eb\u2026<\/p>\n<p>Fjal\u00ebt ky\u00e7e: inteligjenc\u00eb, aft\u00ebsi, pron\u00eb, objekt, adaptim, sjellje, mjedis, ruajtje, mbijetes\u00eb.<\/p>\n<p>P\u00ebr t\u00eb p\u00ebrshkruar p\u00ebrkufizimet ekzistuese t\u00eb inteligjenc\u00ebs \u00ebsht\u00eb p\u00ebrdorur artikulli \"A Collection of Definitions of Intelligence\" (S. Legg, M. Hutter. A Collection of Definitions of Intelligence (2007), <noindex><a rel=\"nofollow\" href=\"http:\/\/arxiv.org\/abs\/0706.3639\">arxiv.org\/abs\/0706.3639<\/a><\/noindex>), citatet nga t\u00eb cilat jan\u00eb paraqitur me komente (<i>kursiv<\/i>).<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h4>Hyrje<\/h4>\n<p>\nKy artikull (A Collection of\u2026) p\u00ebrb\u00ebn nj\u00eb p\u00ebrmbledhje t\u00eb nj\u00eb numri t\u00eb madh (m\u00eb shum\u00eb se 70!) p\u00ebrkufizimesh joformale t\u00eb termit \"inteligjenc\u00eb\", t\u00eb cilat autor\u00ebt i kan\u00eb mbledhur gjat\u00eb shum\u00eb viteve. Natyrisht, p\u00ebr t\u00eb p\u00ebrpiluar nj\u00eb list\u00eb t\u00eb plot\u00eb do t\u00eb ishte e pamundur, pasi shum\u00eb p\u00ebrkufizime t\u00eb inteligjenc\u00ebs jan\u00eb thell\u00ebsisht t\u00eb fshehura n\u00eb artikuj dhe libra. Megjithat\u00eb, p\u00ebrkufizimet e paraqitura k\u00ebtu jan\u00eb mbledhja m\u00eb e madhe, e cila \u00ebsht\u00eb e pajisur me lidhje t\u00eb detajuara\u2026<\/p>\n<p>Pavar\u00ebsisht historis\u00eb s\u00eb gjat\u00eb t\u00eb k\u00ebrkimeve dhe diskutimeve, ende nuk ekziston nj\u00eb p\u00ebrkufizim standard t\u00eb inteligjenc\u00ebs. Disa e kan\u00eb \u00e7uar k\u00ebt\u00eb n\u00eb mendimin se inteligjenca mund t\u00eb p\u00ebrkufizohet vet\u00ebm n\u00eb m\u00ebnyr\u00eb t\u00eb p\u00ebraf\u00ebrt dhe jo plot\u00ebsisht. Ne besojm\u00eb se niveli i till\u00eb pesimizmi \u00ebsht\u00eb shum\u00eb i fort\u00eb. Edhe pse nuk ka nj\u00eb p\u00ebrkufizim t\u00eb vet\u00ebm standard, n\u00ebse shohim shum\u00eb q\u00eb jan\u00eb propozuar, shpejt b\u00ebhet e qart\u00eb se ka ngjashm\u00ebri t\u00eb forta midis shum\u00eb p\u00ebrkufizimeve.<\/p>\n<h4>P\u00ebrkufizimi i inteligjenc\u00ebs<\/p>\n<p>P\u00ebrkufizimet nga burime t\u00eb p\u00ebrgjithshme (fjalor\u00eb, enciklopedi dhe t\u00eb tjer\u00eb)<\/h4>\n<p>\n<i>(jan\u00eb paraqitur 3 p\u00ebrkufizime m\u00eb t\u00eb mira t\u00eb inteligjenc\u00ebs nga 18 q\u00eb jan\u00eb dh\u00ebn\u00eb n\u00eb k\u00ebt\u00eb seksion t\u00eb origjinalit. Zgjedhja u b\u00eb sipas kriterit \u2013 gjer\u00ebsia dhe thell\u00ebsia e kapacitetit \u2013 aft\u00ebsive, karakteristikave, parametrave etj. t\u00eb p\u00ebrfshir\u00eb n\u00eb p\u00ebrkufizim)<\/i>.<\/p>\n<ul>\n<li>Aft\u00ebsia p\u00ebr t'u adaptuar n\u00eb m\u00ebnyr\u00eb efektive me mjedisin, qoft\u00eb duke b\u00ebr\u00eb ndryshime n\u00eb veten e tij, qoft\u00eb duke ndryshuar mjedisin, ose duke k\u00ebrkuar nj\u00eb t\u00eb ri\u2026<\/li>\n<li>Inteligjenca nuk \u00ebsht\u00eb nj\u00eb proces i vet\u00ebm mendor, por m\u00eb shum\u00eb nj\u00eb kombinim i shum\u00eb proceseve mendore t\u00eb orientuara p\u00ebr t'u p\u00ebrshtatur n\u00eb m\u00ebnyr\u00eb efektive me mjedisin.<\/li>\n<\/ul>\n<p>\n<i>P\u00ebrshtatja \u00ebsht\u00eb rezultati i shfaqjes s\u00eb shum\u00eb karakteristikave t\u00eb paqart\u00ebsuara, t\u00eb cilat formojn\u00eb inteligjenc\u00ebn. E r\u00ebnd\u00ebsishme \u00ebsht\u00eb q\u00eb mjedisi t\u00eb p\u00ebrmendet \u2014 ekzistues ose edhe t\u00eb ri.<\/i><\/p>\n<ul>\n<li>Aft\u00ebsia p\u00ebr t\u00eb m\u00ebsuar dhe kuptuar, ose p\u00ebr t\u00eb p\u00ebrballuar situata t\u00eb reja ose t\u00eb nd\u00ebrlikuara;<\/li>\n<li>P\u00ebrdorimi i aft\u00eb i mendjes;<\/li>\n<li>Aft\u00ebsia p\u00ebr t\u00eb aplikuar njohurit\u00eb p\u00ebr t\u00eb ndikuar n\u00eb mjedisin, ose aft\u00ebsia p\u00ebr t\u00eb menduar n\u00eb m\u00ebnyr\u00eb abstrakte, si\u00e7 matet kjo aft\u00ebsi me kritere objektive (n\u00eb testim).<\/li>\n<\/ul>\n<p>\n<i>E r\u00ebnd\u00ebsishme \u00ebsht\u00eb q\u00eb mjedisi t\u00eb p\u00ebrmendet! Disavantazhet:<\/p>\n<ul>\n<li>N\u00ebp\u00ebrmjet lidh\u00ebsit \"ose\" jan\u00eb t\u00eb lidhura kategori t\u00eb ndryshme: \"aft\u00ebsia p\u00ebr t\u00eb m\u00ebsuar\" dhe \"p\u00ebr t\u00eb p\u00ebrballuar situata t\u00eb reja\".<\/li>\n<li>Dhe \"p\u00ebrdorimi i aft\u00eb i mendjes\" nuk \u00ebsht\u00eb i p\u00ebrshtatsh\u00ebm p\u00ebr definimin.<\/li>\n<\/ul>\n<p><\/i><\/p>\n<ul>\n<li>Njer\u00ebzit dallohen nga nj\u00ebri-tjetri p\u00ebr aft\u00ebsit\u00eb e tyre p\u00ebr t\u00eb kuptuar ide t\u00eb nd\u00ebrlikuara, efektshm\u00ebrin\u00eb e p\u00ebrshtatjes me mjedisin, m\u00ebsimin nga p\u00ebrvoja e tyre, angazhimin n\u00eb forma t\u00eb ndryshme arsyetimi, dhe kap\u00ebrcimin e pengesave p\u00ebrmes reflektimit.<\/li>\n<\/ul>\n<p>\n<i>T\u00eb pakt\u00ebn njer\u00ebzit p\u00ebrmenden, pra nj\u00eb njeri q\u00eb ka aft\u00ebsi! Efektiviteti i adaptivitetit \u00ebsht\u00eb i r\u00ebnd\u00ebsish\u00ebm, por vet\u00eb p\u00ebrshtatja nuk \u00ebsht\u00eb n\u00eb list\u00eb! Kap\u00ebrcimi i pengesave \u00ebsht\u00eb, n\u00eb thelb, zgjidhja e problemeve.<\/i><\/p>\n<h4>P\u00ebrshkrimet e dh\u00ebna nga psikolog\u00ebt (p\u00ebrmenden 3 nga 35 definita m\u00eb t\u00eb mira)<\/h4>\n<p><\/p>\n<ul>\n<li>M\u00eb p\u00eblqen t\u00eb quaj inteligjenc\u00ebn \"inteligjenc\u00eb t\u00eb suksesshme\". Shkaku \u00ebsht\u00eb se theksi vihet te p\u00ebrdorimi i inteligjenc\u00ebs p\u00ebr t\u00eb arritur suksesin n\u00eb jet\u00eb. Prandaj, un\u00eb e definokoj inteligjenc\u00ebn si nj\u00eb aft\u00ebsi p\u00ebr t\u00eb arritur at\u00eb q\u00eb d\u00ebshiron t\u00eb arrish n\u00eb jet\u00eb n\u00eb kontekstin socikulturore, q\u00eb do t\u00eb thot\u00eb se njer\u00ebzit kan\u00eb q\u00ebllime t\u00eb ndryshme: p\u00ebr dik\u00eb, kjo \u00ebsht\u00eb t\u00eb marr\u00eb nota shum\u00eb t\u00eb mira n\u00eb shkoll\u00eb dhe t\u00eb kaloj\u00eb me sukses provimet, p\u00ebr dik\u00eb tjet\u00ebr, ndoshta t\u00eb b\u00ebhet nj\u00eb basketbollist shum\u00eb i mir\u00eb, ose aktore, ose muzikante.<\/li>\n<\/ul>\n<p>\n<i>Q\u00ebllimi n\u00eb m\u00ebnyr\u00eb eksplicite \u00ebsht\u00eb arritja e suksesit n\u00eb jet\u00eb, por kjo \u00ebsht\u00eb gjith\u00e7ka\u2026<\/i><\/p>\n<p>Nga nj\u00eb pik\u00ebpamje shum\u00eb t\u00eb p\u00ebrgjithshme, inteligjenca \u00ebsht\u00eb e pranishme atje ku nj\u00eb kafsh\u00eb e ve\u00e7ant\u00eb ose nj\u00eb njeri e kupton, ndon\u00ebse n\u00eb m\u00ebnyr\u00eb t\u00eb paqart\u00eb, r\u00ebnd\u00ebsin\u00eb e sjelljes s\u00eb tij n\u00eb lidhje me nj\u00eb q\u00ebllim. Nga shum\u00eb definita t\u00eb ofruara nga psikolog\u00ebt p\u00ebr t\u00eb p\u00ebrcaktuar at\u00eb q\u00eb \u00ebsht\u00eb e paqart\u00eb, ato m\u00eb pak ose m\u00eb shum\u00eb t\u00eb pranuara jan\u00eb:<\/p>\n<ol>\n<li>aft\u00ebsia p\u00ebr t\u00eb reaguar ndaj situatave t\u00eb reja ose p\u00ebr t'u m\u00ebsuar ta b\u00ebjn\u00eb k\u00ebt\u00eb me an\u00eb t\u00eb reagimeve t\u00eb reja adaptive, dhe<\/li>\n<li>aft\u00ebsia p\u00ebr t\u00eb p\u00ebrfunduar teste ose p\u00ebr t\u00eb zgjidhur problemet, duke p\u00ebrfshir\u00eb kapjen e marr\u00ebdh\u00ebnieve, ku niveli i inteligjenc\u00ebs \u00ebsht\u00eb proporcional me kompleksitetin ose abstraksionin, ose me t\u00eb dyja s\u00eb bashku.<\/li>\n<\/ol>\n<p>\n<i>Pra, nj\u00eb hierarki u shfaq: \u00abNga nj\u00eb pik\u00ebpamje m\u00eb e p\u00ebrgjithshme\u2026\u00bb, kjo \u00ebsht\u00eb tashm\u00eb nj\u00eb gj\u00eb e mir\u00eb. Por k\u00ebtu gjith\u00e7ka e mir\u00eb p\u00ebrfundon\u2026<\/p>\n<ol>\n<li>Tautologjia: p\u00ebr t\u00eb reaguar... me an\u00eb t\u00eb reagimeve t\u00eb reja adaptive. Nuk ka r\u00ebnd\u00ebsi \u2014 me an\u00eb t\u00eb reagimeve t\u00eb vjetra apo t\u00eb reja, e r\u00ebnd\u00ebsishme \u00ebsht\u00eb t\u00eb reagosh!<\/li>\n<li>Tani p\u00ebr testet... Kapja e marr\u00ebdh\u00ebnieve \u00ebsht\u00eb e mir\u00eb, por shum\u00eb e pamjaftueshme!<\/li>\n<\/ol>\n<p><\/i><\/p>\n<ul>\n<li>Inteligjenca nuk \u00ebsht\u00eb nj\u00eb aft\u00ebsi e vetme, por nj\u00eb e t\u00ebr\u00eb q\u00eb p\u00ebrfshin disa funksione. Ajo do t\u00eb thot\u00eb nj\u00eb kombinim aft\u00ebsish, t\u00eb nevojshme p\u00ebr mbijetes\u00eb dhe zhvillim n\u00eb kuad\u00ebr t\u00eb nj\u00eb kulture t\u00eb caktuar.<\/li>\n<\/ul>\n<p>\n<i>O, p\u00ebrfundimisht u p\u00ebrmend mbijeta me an\u00eb t\u00eb inteligjenc\u00ebs! Por, k\u00ebshtu humb\u00ebn gjith\u00e7ka tjet\u00ebr\u2026<\/i><\/p>\n<h4>P\u00ebrshkrime t\u00eb dh\u00ebna nga studiuesit e AI (3 m\u00eb t\u00eb mirat nga 18)<\/h4>\n<p><\/p>\n<ul>\n<li>Agjenti inteligjent b\u00ebn at\u00eb q\u00eb] i p\u00ebrgjigjet rrethanave t\u00eb tij dhe q\u00ebllimeve t\u00eb tij; ai \u00ebsht\u00eb i p\u00ebrshtatsh\u00ebm ndaj kushteve q\u00eb ndryshojn\u00eb dhe q\u00ebllimeve q\u00eb ndryshojn\u00eb, m\u00ebson nga p\u00ebrvoja e tij dhe b\u00ebn zgjedhje p\u00ebrkat\u00ebse, t\u00eb kufizuara nga perceptimi dhe mund\u00ebsit\u00eb e p\u00ebrpunimit.<\/li>\n<\/ul>\n<p>\n<i>Ndoshta, definicioni m\u00eb i mir\u00eb (nga k\u00ebtu t\u00eb gjith\u00eb t\u00eb paraqiturit) i inteligjenc\u00ebs.<br \/>\nQ\u00ebllimi \u2014 \u00ebsht\u00eb sh\u00ebnuar, por nuk \u00ebsht\u00eb konkretizuar.<\/p>\n<p>Adaptiviteti \u2014 si n\u00eb kushte, ashtu edhe n\u00eb q\u00ebllim. Kjo do t\u00eb thot\u00eb se nuk ka nj\u00eb koncept p\u00ebr q\u00ebllimin m\u00eb kryesor!<\/p>\n<p>M\u00ebsimi \u2014 zbulimi (n\u00eb fakt, qart\u00eb nuk \u00ebsht\u00eb e sh\u00ebnuar) i karakteristikave t\u00eb mjedisit, mbajtja mend, p\u00ebrdorimi.<br \/>\nZgjedhja \u2014 do t\u00eb thot\u00eb se n\u00ebnkuptohen kriteret.<\/p>\n<p>Kufizimet \u2014 n\u00eb perceptim dhe n\u00eb ndikim.<\/i><\/p>\n<ul>\n<li>\u201eAft\u00ebsia p\u00ebr t\u00eb m\u00ebsuar di\u00e7ka \u00ebsht\u00eb nj\u00eb grup aft\u00ebsish t\u00eb nevojshme, t\u00eb pavarura nga fusha e njohurive, q\u00eb jan\u00eb t\u00eb domosdoshme p\u00ebr t\u00eb fituar nj\u00eb gam\u00eb t\u00eb gjer\u00eb njohurish t\u00eb orientuara nga subjektet. Arritja e k\u00ebtij \u201eInteligjence t\u00eb P\u00ebrgjithshme\u201c k\u00ebrkon nj\u00eb sistem shum\u00eb adaptiv dhe universial, i cili mund t\u00eb acquire nj\u00eb gam\u00eb t\u00eb jasht\u00ebzakonshme njohurish dhe aft\u00ebsish specifike dhe mund t\u00eb p\u00ebrmir\u00ebsoj\u00eb vet\u00eb aft\u00ebsit\u00eb e tij kognitive p\u00ebrmes vet\u00eb-arsimit.<\/li>\n<\/ul>\n<p>\n<i>Duket se k\u00ebtu aft\u00ebsia p\u00ebr t\u00eb m\u00ebsuar di\u00e7ka \u00ebsht\u00eb q\u00ebllimi i fundit\u2026 Dhe nga kjo buron cil\u00ebsit\u00eb e IA-s\u00eb s\u00eb P\u00ebrgjithshme \u2014 adaptivitet t\u00eb lart\u00eb, universialitet\u2026<\/i><\/p>\n<ul>\n<li>Sistemet intelektuale duhet t\u00eb funksionojn\u00eb dhe t\u00eb funksionojn\u00eb mir\u00eb n\u00eb shum\u00eb mjedise t\u00eb ndryshme. Inteligjenca e tyre u mund\u00ebson atyre t\u00eb maksimizojn\u00eb probabilitetin e suksesit, edhe n\u00ebse nuk ka njohuri t\u00eb plota mbi situat\u00ebn. Funksionimi i sistemeve intelektuale nuk mund t\u00eb merret n\u00eb konsiderat\u00eb ve\u00e7mas nga mjedisi, nga situata e caktuar, p\u00ebrfshir\u00eb gjithashtu edhe q\u00ebllimin.<\/li>\n<\/ul>\n<p>\n<i>\u00c7far\u00eb do t\u00eb thot\u00eb \u201et\u00eb funksionosh mir\u00eb\u201c? \u00c7far\u00eb p\u00ebrb\u00ebn suksesin?<\/i><\/p>\n<h4>Mund\u00ebsia e p\u00ebrshkrimit t\u00eb mbledhur<\/h4>\n<p>\nN\u00ebse shikojm\u00eb definicionet e shqyrtuara dhe \u201enxjerrim\u201c funksionet (karakteristikat, cil\u00ebsit\u00eb etj.) t\u00eb p\u00ebrs\u00ebritura, do t\u00eb gjejm\u00eb se inteligjenca:<\/p>\n<ul>\n<li>\u00cbsht\u00eb nj\u00eb pron\u00eb q\u00eb nj\u00eb agjent individual ka gjat\u00eb nd\u00ebrveprimit t\u00eb tij me mjedisin\/mjediset.<\/li>\n<li>Kjo pron\u00eb lidhet me aft\u00ebsin\u00eb e agjentit p\u00ebr t\u00eb arritur sukses ose p\u00ebrfitim n\u00eb lidhje me nj\u00eb q\u00ebllim ose nj\u00eb detyr\u00eb t\u00eb caktuar.<\/li>\n<li>Kjo pron\u00eb varet nga m\u00ebnyra se si agjenti \u00ebsht\u00eb n\u00eb gjendje dhe duhet t\u00eb adaptohet ndaj q\u00ebllimeve t\u00eb ndryshme dhe mjedisit.<\/li>\n<\/ul>\n<p>\nP\u00ebrdorimi i p\u00ebrbashk\u00ebt i k\u00ebtyre atributeve ky\u00e7e na jep nj\u00eb p\u00ebrkufizim informal t\u00eb inteligjenc\u00ebs: Inteligjenca matet me aft\u00ebsin\u00eb e agjentit p\u00ebr t\u00eb arritur q\u00ebllime n\u00eb nj\u00eb gam\u00eb t\u00eb gjer\u00eb kushtesh.<\/p>\n<p><i><b>Por prisni, na nevojitet nj\u00eb p\u00ebrgjigje ndaj pyetjes: \u00e7far\u00eb \u00ebsht\u00eb inteligjenca, dhe jo si (ose \u00e7far\u00eb) ajo matet (vler\u00ebsohet)<\/b>! Mund t\u00eb justifikojm\u00eb autor\u00ebt e artikullit duke th\u00ebn\u00eb se k\u00ebto definicione jan\u00eb gati nj\u00ebzet e tri vjet t\u00eb vjetra dhe pritet q\u00eb gjat\u00eb k\u00ebtyre viteve di\u00e7ka ka duhej t\u00eb kishte ndryshuar \u2014 pasi fusha e TI zhvillohet me ritme t\u00eb shpejta\u2026 Por m\u00eb posht\u00eb \u00ebsht\u00eb nj\u00eb shembull nga nj\u00eb artikull n\u00eb vitin 2012, (M.Hutter, Nj\u00eb Dekad\u00eb e Inteligjenc\u00ebs Artificiale Universale, <noindex><a rel=\"nofollow\" href=\"http:\/\/www.hutter1.net\/publ\/uaigentle.pdf\">www.hutter1.net\/publ\/uaigentle.pdf<\/a><\/noindex>) ku n\u00eb p\u00ebrkufizimin e inteligjenc\u00ebs nuk ka ndryshuar praktikisht asgj\u00eb<\/i>:<\/p>\n<p>Reflektim, krijimtari, asocim, p\u00ebrmbledhje, njohja e modeleve, zgjidhja e problemeve, memorizimi, planifikimi, arritja e q\u00ebllimeve, m\u00ebsimi, optimizimi, vet\u00ebruajtja, shikimi, p\u00ebrpunimi i gjuh\u00ebs, klasifikimi, induksioni dhe deduksioni, fitimi dhe p\u00ebrpunimi i njohurive\u2026 Nj\u00eb p\u00ebrcaktim i sakt\u00eb i inteligjenc\u00ebs, q\u00eb p\u00ebrfshin \u00e7do aspekt t\u00eb saj, duket se \u00ebsht\u00eb e v\u00ebshtir\u00eb t\u00eb jepet.<\/p>\n<p><i>T\u00eb nj\u00ebjtat probleme (madje - edhe m\u00eb shum\u00eb) me p\u00ebrcaktimin, si\u00e7 ishin edhe 8 vjet m\u00eb par\u00eb: shfaqen manifestime t\u00eb inteligjenc\u00ebs n\u00eb form\u00ebn e nj\u00eb liste t\u00eb pak\u00ebndshme karakteristikash!<br \/>\n<\/i><br \/>\nP\u00ebrcaktimi i inteligjenc\u00ebs n\u00eb Wikipedia (qasje m\u00eb 22 maj 2016):<br \/>\n\u00abInteligjenca (nga latinishtja intellectus - ndjenja, perceptimi, kuptimi, koncepti, mendimi) - nj\u00eb cil\u00ebsi e psikik\u00ebs, q\u00eb p\u00ebrb\u00ebhet nga aft\u00ebsia p\u00ebr t'u p\u00ebrshtatur n\u00eb situata t\u00eb reja, aft\u00ebsia p\u00ebr t\u00eb m\u00ebsuar n\u00eb baz\u00eb t\u00eb p\u00ebrvoj\u00ebs, kuptimi dhe aplikimi i koncepteve abstrakte dhe p\u00ebrdorimi i njohurive p\u00ebr t\u00eb menaxhuar mjedisin p\u00ebrreth. Aft\u00ebsia e p\u00ebrgjithshme p\u00ebr njohje dhe p\u00ebr zgjidhjen e v\u00ebshtir\u00ebsive, q\u00eb bashkon t\u00eb gjitha aft\u00ebsit\u00eb njoh\u00ebse t\u00eb njeriut: ndjenja, perceptimi, memoria, p\u00ebrfaq\u00ebsimi, mendimi, imagjinata\u00bb.<\/p>\n<p>I nj\u00ebjti Wikipedia, por tashm\u00eb n\u00eb redaktimin m\u00eb t\u00eb fundit m\u00eb 24 janar 2020: <br \/>\n\u00abInteligjenca (nga latinishtja intellectus \u201eperceptim\u201c, \u201ekuptim\u201c, \u201ekuptim\u201c, \u201ekoncept\u201c, \u201emendim\u201c) ose mendja - nj\u00eb cil\u00ebsi e psikik\u00ebs, q\u00eb p\u00ebrb\u00ebhet nga aft\u00ebsia p\u00ebr t'u p\u00ebrshtatur n\u00eb situata t\u00eb reja, aft\u00ebsia p\u00ebr m\u00ebsim dhe memorizim n\u00eb baz\u00eb t\u00eb p\u00ebrvoj\u00ebs, kuptimi dhe aplikimi i koncepteve abstrakte, dhe p\u00ebrdorimi i njohurive p\u00ebr t\u00eb menaxhuar mjedisin p\u00ebrreth njeriut. Aft\u00ebsia e p\u00ebrgjithshme p\u00ebr njohje dhe p\u00ebr zgjidhjen e problemeve, q\u00eb bashkon aft\u00ebsit\u00eb njoh\u00ebse: ndjenja, perceptimi, memoria, p\u00ebrfaq\u00ebsimi, mendimi, imagjinata, si dhe v\u00ebmendja, vullneti dhe refleksioni\u00bb.<\/p>\n<p>Ka kaluar kaq shum\u00eb vite, por ne shohim t\u00eb nj\u00ebjt\u00ebn gj\u00eb \u2014 nj\u00eb grup karakteristikash pa ndonj\u00eb struktur\u00eb\u2026 Dhe me p\u00ebrmendjen e njeriut \u2014 bart\u00ebsi i inteligjenc\u00ebs, vet\u00ebm n\u00eb fund t\u00eb tekstit. Pra, t\u00eb b\u00ebjm\u00eb nj\u00eb z\u00ebvend\u00ebsim: \u00abObjekt abstrakt me inteligjenc\u00eb \u2014&gt; Njeri me inteligjenc\u00eb\u00bb me zbuluar n\u00eb k\u00ebt\u00eb p\u00ebrkufizim: \u201e\u00c7far\u00eb i nevojitet Njeriut p\u00ebr t\u2019u b\u00ebr\u00eb me intelekt?\u201c, nuk duket e mundshme. Ose ky z\u00ebvend\u00ebsim \u00e7on n\u00eb d\u00ebshira banale: Njeriu, p\u00ebr t'u b\u00ebr\u00eb inteligjent, duhet t\u00eb fitoj\u00eb aft\u00ebsin\u00eb p\u00ebr t'u adaptuar n\u00eb situata t\u00eb reja, p\u00ebr t\u00eb m\u00ebsuar nga p\u00ebrvoja, p\u00ebr t\u00eb kuptuar dhe aplikuar koncepte abstrakte dhe p\u00ebr t\u00eb p\u00ebrdorur njohurit\u00eb e tij p\u00ebr t\u00eb menaxhuar mjedisin p\u00ebrreth etj. Shkurt, k\u00ebshtu mund t\u00eb b\u00ebhesh i zgjuar, dhe jo t\u00eb mbetesh budalla\u2026<\/p>\n<p><b>Pra, n\u00eb baz\u00eb t\u00eb prezentuar, propozohen k\u00ebt\u00eb definim t\u00eb lidhur me Objekti, p\u00ebr shkak se intelekti nuk mund t\u00eb \"q\u00ebndroj\u00eb n\u00eb aj\u00ebr\", kjo nevojitet patjet\u00ebr t\u00eb jet\u00eb aft\u00ebsit\u00eb e dikujt. E nj\u00ebjta gj\u00eb vlen p\u00ebr sjelljen, e cila mund t\u00eb ekzistoj\u00eb vet\u00ebm te dikush apo di\u00e7ka:<\/b><\/p>\n<p><b>Intelekti i Objekti \u00ebsht\u00eb nj\u00eb grup aft\u00ebsish q\u00eb p\u00ebrdoren gjat\u00eb:<br \/>\n(1) Identifikimit, formalizimit dhe mbajtjes mend (n\u00eb form\u00ebn e nj\u00eb modeli) t\u00eb ligjeve t\u00eb gjendjes dhe\/ose sjelljes:<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (1.1) Mjedisit p\u00ebrreth, dhe<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (1.2) Mjedisit t\u00eb brendsh\u00ebm t\u00eb Objekti.<br \/>\n(2) Parashikimit t\u00eb gjendjeve dhe\/ose varianteve t\u00eb sjelljes:<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (2.1) n\u00eb Mjedisin p\u00ebrreth, dhe<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (2.2) Mjedisit t\u00eb brendsh\u00ebm t\u00eb Objekti.<br \/>\n(3) Krijimit t\u00eb p\u00ebrshkrimit t\u00eb gjendjes dhe\/ose realizimit t\u00eb sjelljes s\u00eb Objekti, t\u00eb adaptuar:<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (3.1) ndaj Mjedisit p\u00ebrreth, dhe<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (3.2) ndaj Mjedisit t\u00eb brendsh\u00ebm t\u00eb Objekti<br \/>\nme kusht q\u00eb t\u00eb maksimizohet raporti Sjellja e Objekti \/ Shpenzimet p\u00ebr sjellje<br \/>\nt\u00eb Objekti me q\u00ebllim p\u00ebr t\u00eb ruajtur (ekzistenc\u00ebn, q\u00ebndrueshm\u00ebrin\u00eb, jet\u00ebsimin) e Objekti n\u00eb Mjedisin<br \/>\np\u00ebrreth.<\/b><\/p>\n<p>Ja si duket n\u00eb diagram:<\/p>\n<p><img decoding=\"async\" alt=\"Inteligjenca \u00ebsht\u00eb aft\u00ebsia e nj\u00eb objekti p\u00ebr t\u00eb adaptuar sjelljen e tij ndaj mjedisit p\u00ebr t\u00eb siguruar mbijetes\u00ebn e tij.\" src=\"\/wp-content\/uploads\/2020\/01\/129374b299b164f44092cecb0111e81a.jpeg\" style=\"display:block;margin: 0 auto;\" \/>\u00bb<\/p>\n<p>Tani p\u00ebr aplikimin e definimit... E v\u00ebrteta, si\u00e7 thon\u00eb, \u00ebsht\u00eb gjithmon\u00eb specifike. Prandaj, p\u00ebr t\u00eb verifikuar logjik\u00ebn e definimit, duhet t\u00eb z\u00ebvend\u00ebsohet Objekti me nj\u00eb sistem konkret t\u00eb njohur dhe t\u00eb kuptuesh\u00ebm, p\u00ebr shembull, me... Automobilin. Pra...<\/p>\n<p>Automobili me intelekt \u00ebsht\u00eb Automobili me nj\u00eb grup aft\u00ebsish q\u00eb p\u00ebrdoren gjat\u00eb:<br \/>\n(1) Identifikimit, formalizimit dhe mbajtjes mend (n\u00eb form\u00ebn e nj\u00eb modeli) t\u00eb ligjeve t\u00eb gjendjes dhe\/ose sjelljes:<br \/>\n (1.1) Situat\u00ebs rrugore, dhe<br \/>\n (1.2) Mjedisit t\u00eb brendsh\u00ebm t\u00eb Automobilit.<br \/>\n(2) Parashikimit t\u00eb gjendjeve dhe\/ose varianteve t\u00eb sjelljes:<br \/>\n (2.1) n\u00eb Situat\u00ebn rrugore, dhe<br \/>\n (2.2) Mjedisit t\u00eb brendsh\u00ebm t\u00eb Automobilit.<br \/>\n(3) Krijimi i p\u00ebrshkrimit t\u00eb gjendjes dhe\/ose zbatimit t\u00eb sjelljes s\u00eb Automobilit, t\u00eb p\u00ebrshtatur:<br \/>\n (3.1) me kushtet rrugore, dhe<br \/>\n (3.2) me mjedisin e brendsh\u00ebm t\u00eb Automobilit<br \/>\nn\u00ebn kushtin e maksimizimit t\u00eb raportit (Sjellja e Automobilit \/ Shpenzimet p\u00ebr sjelljen e Automobilit) me q\u00ebllim ruajtjen (eksistenc\u00ebs, zgjatjes, qenies) s\u00eb Automobilit \u2014 si n\u00eb kushtet rrugore ashtu edhe n\u00eb mjedisin e brendsh\u00ebm t\u00eb Automobilit.<br \/>\nVet\u00ebm un\u00eb e shoh se Automobili me k\u00ebto aft\u00ebsi quhet inteligjent? Pastaj, pyetje tjet\u00ebr: a do t\u00eb vini re ndonj\u00eb ndryshim midis udh\u00ebtimit me nj\u00eb automobil t\u00eb drejtuesit profesionist dhe udh\u00ebtimit me nj\u00eb Automobil t\u00eb till\u00eb Inteligjent?<\/p>\n<p>P\u00ebrgjigjja \"JO\" do t\u00eb thot\u00eb:<\/p>\n<p><img decoding=\"async\" alt=\"Inteligjenca \u00ebsht\u00eb aft\u00ebsia e nj\u00eb objekti p\u00ebr t\u00eb adaptuar sjelljen e tij ndaj mjedisit p\u00ebr t\u00eb siguruar mbijetes\u00ebn e tij.\" src=\"\/wp-content\/uploads\/2020\/01\/0e4fd2bdf68ca67323eab5def953c732.jpeg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nE dh\u00ebn\u00eb nj\u00eb p\u00ebrkufizim t\u00eb sakt\u00eb t\u00eb inteligjenc\u00ebs: kur z\u00ebvend\u00ebsojm\u00eb \u201cObjekt \u2014&gt; Automobil\u201d nuk ka patur asnj\u00eb nd\u00ebrlikim logjik apo mos shum\u00ebkuptim n\u00eb p\u00ebrshkrim.<\/p>\n<ol>\n<li>U dha nj\u00eb p\u00ebrkufizim i sakt\u00eb i inteligjenc\u00ebs: duke z\u00ebvend\u00ebsuar \u00abObjekt \u2014&gt; Automjet\u00bb nuk ndodhi ndonj\u00eb gabim logjik ose ndonj\u00eb pasakt\u00ebsi n\u00eb p\u00ebrshkrim.<\/li>\n<li>T\u00eb interesuarit ftohen t\u00eb 'luajn\u00eb' me k\u00ebt\u00eb p\u00ebrkufizim \u2014 t\u00eb z\u00ebvend\u00ebsojn\u00eb n\u00eb t\u00eb fjal\u00ebn e pa em\u00ebrtuar 'Objekt' me emrin e ndonj\u00eb sistemi t\u00eb njohur (natyror, shoq\u00ebror, prodhues, teknik) dhe t\u00eb kontrollojn\u00eb vet\u00eb, k\u00ebshtu, p\u00ebrshtatshm\u00ebrin\u00eb. Patjet\u00ebr shp\u00ebrndani rezultatet dhe mendimet pas k\u00ebtij eksperiment!<\/li>\n<\/ol>\n<p>\nP\u00ebrkufizimi i inteligjenc\u00ebs p\u00ebrmes q\u00ebllimeve t\u00eb saj <\/p>\n<h4>(A. Zhdanova. \u201cInteligjenca Artificiale Autonomous\u201d (2012), botimi i tret\u00eb, elektronik, fq. 49-50):<\/h4>\n<p>\nQ\u00ebllimet kryesore n\u00eb t\u00eb cilat synon sistemi nervor i \u00e7do organizmi jan\u00eb:<br \/>\nmbijetes\u00ebn e organizmit;<\/p>\n<ul>\n<li>grumbullimin e njohurive nga sistemi nervor i tij.<\/li>\n<li>K\u00ebta 2 pika: mbijetes\u00eb dhe grumbullim njohurish \u2014 jan\u00eb p\u00ebrshkrimi i p\u00ebrgjithsh\u00ebm i pikave 3 dhe 2 p\u00ebrkat\u00ebsisht!<\/li>\n<\/ul>\n<p>\n<i>Si p\u00ebrfundim\u2026<\/i><\/p>\n<p><b>Si p\u00ebrfundim\u2026<\/b><br \/>\n\u00abVicarious m\u00ebson kompjuterin t\u00eb p\u00ebrdor\u00eb imagjinat\u00ebn\u00bb <br \/>\n(\"Computeri ka m\u00ebsuar drejtimin agresiv\") <noindex><a rel=\"nofollow\" href=\"https:\/\/nplus1.ru\/news\/2016\/05\/23\/mppi\">nplus1.ru\/news\/2016\/05\/23\/mppi<\/a><\/noindex>)<br \/>\n\"Jeta do t\u00eb ishte mjaft e m\u00ebrzitshme pa imagjinat\u00ebn. Prandaj, ndoshta problemi m\u00eb i madh i kompjuter\u00ebve \u00ebsht\u00eb se ata n\u00eb t\u00eb v\u00ebrtet\u00eb nuk kan\u00eb imagjinat\u00eb. Startup-i Vicarious po krijon nj\u00eb m\u00ebnyr\u00eb t\u00eb re p\u00ebr t\u00eb p\u00ebrpunuar t\u00eb dh\u00ebnat, e iniciuar nga m\u00ebnyra se si, ndoshta, informacioni 'rrjedh' n\u00ebp\u00ebr tru. Lider\u00ebt e kompanis\u00eb thon\u00eb se kjo do t\u2019u jap\u00eb kompjuter\u00ebve di\u00e7ka t\u00eb ngjashme me imagjinat\u00ebn dhe se, si\u00e7 shpresojn\u00eb, do t'i ndihmoj\u00eb ato t\u00eb b\u00ebhen shum\u00eb m\u00eb t\u00eb men\u00e7ur. Kompania prezantoi nj\u00eb algorit\u00ebm t\u00eb ri t\u00eb rrjetit nervor, me veti t\u00eb huazuara nga biologia. Nj\u00eb nga k\u00ebto \u00ebsht\u00eb aft\u00ebsia p\u00ebr t\u00eb p\u00ebrfytyruar se si informatat e studiuara do t\u00eb duken n\u00eb skenar\u00eb t\u00eb ndrysh\u00ebm - di\u00e7ka si imagjinata dixhitale.\" <\/p>\n<p>E pabesueshme, sa nj\u00eb rast\u00ebsi! Sakt\u00ebsisht p. (2) e p\u00ebrkufizimit: reflektim anticipues - kjo \u00ebsht\u00eb imagjinata dixhitale! <\/p>\n<p>Kjo ndodh rrall\u00eb, por shihni se \u00e7far\u00eb zbulojm\u00eb n\u00eb Internet: <br \/>\n(\"Computeri ka m\u00ebsuar drejtimin agresiv\") <noindex><a rel=\"nofollow\" href=\"https:\/\/nplus1.ru\/news\/2016\/05\/23\/mppi\">nplus1.ru\/news\/2016\/05\/23\/mppi<\/a><\/noindex>)<br \/>\n\"Specialist\u00ebt nga Instituti Teknologjik i Gjeorgjis\u00eb kan\u00eb grumbulluar nj\u00eb model t\u00eb nj\u00eb makine pa shofer (mas\u00eb 1:5 mbi nj\u00eb shasi serike t\u00eb modelit me telekomand\u00eb), e cila \u00ebsht\u00eb e aft\u00eb t\u00eb kaloj\u00eb kthesat duke p\u00ebrdorur nj\u00eb kontroll t\u00eb p\u00ebr\u00e7uar. Kompjuteri i bordit \u00ebsht\u00eb i pajisur me nj\u00eb procesor Intel Skylake Quad-core i7 dhe nj\u00eb kart\u00eb grafike Nvidia GTX 750ti GPU dhe p\u00ebrpunon informacionin nga nj\u00eb giroskop, sensor\u00ebt e kthes\u00ebs s\u00eb rrotave, GPS dhe nj\u00eb \u00e7ift kamerash frontale. N\u00eb baz\u00eb t\u00eb t\u00eb dh\u00ebnave q\u00eb vijn\u00eb nga sensor\u00ebt, algoritmi udh\u00ebheq\u00ebs formon 2560 trajektore p\u00ebr t\u00eb ecur p\u00ebrpara n\u00eb dy sekonda e gjysm\u00eb t\u00eb ardhshme.\"<\/p>\n<p>Algoritmi udh\u00ebheq\u00ebs p\u00ebrmban nj\u00eb 'pamje t\u00eb bot\u00ebs' s\u00eb automobilit n\u00eb form\u00ebn e nj\u00eb grupi trajektorish t\u00eb mundshme l\u00ebvizjeje n\u00eb k\u00ebt\u00eb rrug\u00eb.<\/p>\n<p>\"Nga 2560 trajektore, algoritmi zgjedh at\u00eb m\u00eb optimalen dhe sipas saj korrigjon pozicionin e rrotave dhe shpejt\u00ebsin\u00eb. Nd\u00ebrkoh\u00eb, nd\u00ebrtimi i t\u00eb gjith\u00eb 2560 trajektoreve dhe p\u00ebrdit\u00ebsimi i tyre b\u00ebhet 60 her\u00eb n\u00eb sekond\u00eb.\"<\/p>\n<p><i>Kjo \u00ebsht\u00eb reflektimi anticipues, krijimtaria artificiale apo imagjinata dixhitale! Zgjedhja e trajektoris\u00eb m\u00eb optimale nga 2560 t\u00eb gjeneruara paraprakisht dhe korrigjimi i pozicionit t\u00eb rrotave dhe shpejt\u00ebsis\u00eb (adaptimi!) p\u00ebr t\u00eb mbetur n\u00eb rrug\u00eb. E gjith\u00eb kjo p\u00ebrshkruhet nga skema e paraqitur e inteligjenc\u00ebs!<\/i><\/p>\n<p>\"E gjith\u00eb procesi i m\u00ebsimit t\u00eb algoritmit udh\u00ebheq\u00ebs zgjati disa minuta t\u00eb vozitjes n\u00eb pist\u00eb nga nj\u00eb operator me p\u00ebrvoj\u00eb t\u00eb vog\u00ebl drejtimi.\"<\/p>\n<p><i>Procesi i m\u00ebsimit \u00ebsht\u00eb krijimi i nj\u00eb bote!<\/i><\/p>\n<p>\u00abN\u00eb k\u00ebt\u00eb kontekst, v\u00ebrejn\u00eb studiuesit, gjat\u00eb m\u00ebsimit nuk u p\u00ebrdor kontrolli i shkarkimit, kompjuteri e \"shpik\" at\u00eb vet\u00eb. Gjat\u00eb testimeve, automjeti kaloi pist\u00ebn n\u00eb m\u00ebnyr\u00eb autonome, duke u p\u00ebrpjekur t\u00eb mbaj\u00eb nj\u00eb shpejt\u00ebsi sa m\u00eb t\u00eb af\u00ebrt me tet\u00eb metra n\u00eb sekond\u00eb\u00bb.<\/p>\n<p><i>Kontrolli i shkarkimit \u00ebsht\u00eb nj\u00eb element i strategjis\u00eb optimale (ato maximizimi i raportit \"Shtylla e Objektit \/ Kostot e Shtyll\u00ebs\") e krijuar vet\u00eb nga automjeti.<\/i><\/p>\n<p>\u00abSipas autor\u00ebve, m\u00ebsimi i algorithmeve p\u00ebr drejtimin agresiv mund t\u00eb jet\u00eb i dobish\u00ebm edhe p\u00ebr menaxhimin e p\u00ebrditsh\u00ebm t\u00eb automjetit pa drejtor, ashtu si aft\u00ebsia p\u00ebr t\u00eb kontrolluar shkarkimin mund t\u00eb jet\u00eb e dobishme p\u00ebr nj\u00eb shofer t\u00eb gjall\u00eb. N\u00eb rast t\u00eb nj\u00eb situate t\u00eb paparashikueshme \u2014 si\u00e7 \u00ebsht\u00eb akulli \u2014 automjeti pa drejtues do t\u00eb jet\u00eb n\u00eb gjendje t\u00eb dal\u00eb vet\u00eb nga shkarkimi dhe t\u00eb parandaloj\u00eb nj\u00eb aksident t\u00eb mundsh\u00ebm\u00bb.<\/p>\n<p><i>Dhe kjo \u00ebsht\u00eb shp\u00ebrndarja e p\u00ebrvoj\u00ebs s\u00eb automjetit\u2026 Sikurse nj\u00eb zog roje (duke kujtuar tregimin e njohur), q\u00eb merr nj\u00eb aft\u00ebsi t\u00eb dobishme, e transmeton menj\u00ebher\u00eb at\u00eb te t\u00eb tjer\u00ebt.<\/i><\/p>\n<p>M\u00eb shum\u00eb se nj\u00eb her\u00eb do t\u00eb jap p\u00ebrkufizimin q\u00eb propozohet p\u00ebr p\u00ebrdorim:<\/p>\n<p><b>Intelekti i Objekti \u00ebsht\u00eb nj\u00eb grup aft\u00ebsish q\u00eb p\u00ebrdoren gjat\u00eb:<\/p>\n<p>(1) Identifikimit, formalizimit dhe mbajtjes mend (n\u00eb form\u00ebn e nj\u00eb modeli) t\u00eb ligjeve t\u00eb gjendjes dhe\/ose sjelljes:<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (1.1) Mjedisit p\u00ebrreth, dhe<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (1.2) Mjedisit t\u00eb brendsh\u00ebm t\u00eb Objekti.<br \/>\n(2) Parashikimit t\u00eb gjendjeve dhe\/ose varianteve t\u00eb sjelljes:<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (2.1) n\u00eb Mjedisin p\u00ebrreth, dhe<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (2.2) Mjedisit t\u00eb brendsh\u00ebm t\u00eb Objekti.<br \/>\n(3) Krijimit t\u00eb p\u00ebrshkrimit t\u00eb gjendjes dhe\/ose realizimit t\u00eb sjelljes s\u00eb Objekti, t\u00eb adaptuar:<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (3.1) ndaj Mjedisit p\u00ebrreth, dhe<br \/>\n\u00a0\u00a0\u00a0\u00a0\u00a0 (3.2) ndaj Mjedisit t\u00eb brendsh\u00ebm t\u00eb Objekti<br \/>\nme kusht q\u00eb t\u00eb maksimizohet raporti Sjellja e Objekti \/ Shpenzimet p\u00ebr sjellje<br \/>\nObjekti me q\u00ebllimin p\u00ebr t\u00eb ruajtur (ekzistenc\u00ebn, nd\u00ebrrimin, qenien) e Objekti n\u00eb Mjedisin e tij.<\/b><\/p>\n<p>Faleminderit p\u00ebr v\u00ebmendjen. Komentet, sugjerimet \u2014 jan\u00eb tep\u00ebr t\u00eb mir\u00ebpritura.<\/p>\n<p>P. S. Sa p\u00ebr \u00ab\u2026 nj\u00eb sistem me nj\u00eb adaptivitet t\u00eb lart\u00eb, universial, i cili ka aft\u00ebsin\u00eb t\u00eb fitoj\u00eb n\u00eb m\u00ebnyr\u00eb autonome nj\u00eb gam\u00eb shum\u00eb t\u00eb gjer\u00eb njohuri dhe aft\u00ebsish specifike\u00bb dhe q\u00eb \u00ebsht\u00eb i nevojsh\u00ebm p\u00ebr krijimin e IA-s\u00eb s\u00eb P\u00ebrgjithshme mund t\u00eb flasim ve\u00e7mas \u2014 kjo \u00ebsht\u00eb nj\u00eb tem\u00eb shum\u00eb interesante. N\u00ebse, sigurisht, do t\u00eb ket\u00eb interes nga ana e lexuesve. \ud83d\ude42<br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/485744\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f \u0412\u0435\u0441\u044c \u043c\u0438\u0440 \u0442\u043e\u043b\u044c\u043a\u043e \u0438 \u0434\u0435\u043b\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e\u0431 \u0418\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u0418\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0435, \u043d\u043e \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u2014 \u0432\u043e\u0442 \u0436\u0435 \u043f\u0430\u0440\u0430\u0434\u043e\u043a\u0441! \u2014 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f, \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e, \u00ab\u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430\u00bb (\u0434\u0430\u0436\u0435 \u043d\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e, \u0430 \u0432\u043e\u043e\u0431\u0449\u0435) \u2014 \u043e\u0431\u0449\u0435\u043f\u0440\u0438\u043d\u044f\u0442\u043e\u0433\u043e, \u043f\u043e\u043d\u044f\u0442\u043d\u043e\u0433\u043e, \u043b\u043e\u0433\u0438\u0447\u043d\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u0434\u043e \u0441\u0438\u0445 \u043f\u043e\u0440 \u043d\u0435\u0442! \u041f\u043e\u0447\u0435\u043c\u0443 \u0431\u044b \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043d\u0430 \u0441\u0435\u0431\u044f \u0441\u043c\u0435\u043b\u043e\u0441\u0442\u044c \u2014 \u043f\u043e\u043f\u044b\u0442\u0430\u0442\u044c\u0441\u044f \u043d\u0430\u0439\u0442\u0438 \u0438 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u0442\u0430\u043a\u043e\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435? \u0412\u0435\u0434\u044c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u2014 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":40155,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-40154","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f \u0412\u0435\u0441\u044c \u043c\u0438\u0440 \u0442\u043e\u043b\u044c\u043a\u043e \u0438 \u0434\u0435\u043b\u0430\u0435\u0442, \u0447\u0442\u043e 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