{"id":9317,"date":"2025-01-25T08:13:00","date_gmt":"2025-01-25T08:13:00","guid":{"rendered":"https:\/\/www.hostragons.com\/?p=9317"},"modified":"2025-04-01T15:00:11","modified_gmt":"2025-04-01T14:00:11","slug":"%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri","status":"publish","type":"post","link":"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/","title":{"rendered":"\u018fn \u00e7ox istifad\u0259 olunan s\u00fcni intellekt modell\u0259ri"},"content":{"rendered":"<h1><span class=\"ez-toc-section\" id=\"En_Cok_Kullanilan_Yapay_Zeka_Modelleri\"><\/span>\u018fn \u00e7ox istifad\u0259 olunan s\u00fcni intellekt modell\u0259ri<span class=\"ez-toc-section-end\"><\/span><\/h1><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">M\u0259zmun X\u0259rit\u0259si<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"M\u0259zmun C\u0259dv\u0259lini d\u0259yi\u015fin\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">ke\u00e7id<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#En_Cok_Kullanilan_Yapay_Zeka_Modelleri\" >\u018fn \u00e7ox istifad\u0259 olunan s\u00fcni intellekt modell\u0259ri<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#Yapay_Zeka_Modelleri_Nedir\" >S\u00fcni intellekt modell\u0259ri n\u0259dir?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#Neden_Onemlidir\" >Niy\u0259 Vacibdir?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#En_Cok_Kullanilan_Yapay_Zeka_Modelleri_ve_Ornekleri\" >\u018fn \u00e7ox istifad\u0259 olunan s\u00fcni intellekt modell\u0259ri v\u0259 n\u00fcmun\u0259l\u0259ri<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#1_Derin_Ogrenme_Modelleri_Deep_Learning\" >1. D\u0259rin \u00d6yr\u0259nm\u0259 Modell\u0259ri<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#2_Dogal_Dil_Isleme_Modelleri_NLP\" >2. T\u0259bii Dil Emal\u0131 Modell\u0259ri (NLP)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#3_Makine_Ogrenimi_Modelleri_Machine_Learning\" >3. Ma\u015f\u0131n \u00d6yr\u0259nm\u0259 Modell\u0259ri<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#4_Oneri_Sistemleri_Recommendation_Systems\" >4. T\u00f6vsiy\u0259 sisteml\u0259ri<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#5_Konusma_Tanima_Modelleri_Speech_Recognition\" >5. Nitqin tan\u0131nmas\u0131 modell\u0259ri<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#Avantajlar_ve_Dezavantajlar\" >\u00dcst\u00fcnl\u00fckl\u0259r v\u0259 Dezavantajlar<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#Somut_Ornek_Otomotiv_Sektoru\" >Konkret N\u00fcmun\u0259: Avtomobil S\u0259nayesi<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#Alternatif_Yaklasimlar_ve_Metotlar\" >Alternativ yana\u015fmalar v\u0259 metodlar<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#Sikca_Sorulan_Sorular\" >Tez-tez veril\u0259n suallar<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#S1_Yapay_zeka_modelleri_neden_bu_kadar_populer_oldu\" >S1: AI modell\u0259ri niy\u0259 bu q\u0259d\u0259r populyarla\u015f\u0131b?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#S2_Yapay_zeka_avantajlari_tam_olarak_nelerdir\" >S2: S\u00fcni intellektin \u00fcst\u00fcnl\u00fckl\u0259ri n\u0259l\u0259rdir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#S3_Makine_ogrenimi_ile_derin_ogrenme_arasindaki_fark_nedir\" >3-c\u00fc sual: Ma\u015f\u0131n \u00f6yr\u0259nm\u0259si il\u0259 d\u0259rin \u00f6yr\u0259nm\u0259 aras\u0131nda f\u0259rq n\u0259dir?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.hostragons.com\/az\/bloq\/%c9%99n-cox-istifad%c9%99-edil%c9%99n-suni-intellekt-modell%c9%99ri\/#Sonuc_ve_Genel_Degerlendirme\" >N\u0259tic\u0259 v\u0259 \u00dcmumi Qiym\u0259tl\u0259ndirm\u0259<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n<p>Bu g\u00fcn <strong>\u0259n \u00e7ox istifad\u0259 edil\u0259n s\u00fcni intellekt modell\u0259ri<\/strong>biznesd\u0259n s\u0259hiyy\u0259y\u0259 q\u0259d\u0259r bir \u00e7ox s\u0259nayed\u0259 inqilab edir. Bu t\u0259limatda <strong>s\u00fcni intellekt modell\u0259ri<\/strong>nec\u0259 i\u015fl\u0259diyini <strong>s\u00fcni intellektin \u00fcst\u00fcnl\u00fckl\u0259ri<\/strong>Siz geni\u015f perspektivd\u0259n m\u0259lumat tapa bil\u0259rsiniz. \u0130nsana b\u0259nz\u0259r q\u0259rar mexanizml\u0259ri il\u0259 m\u00fcr\u0259kk\u0259b probleml\u0259ri tez h\u0259ll ed\u0259 bil\u0259n bu modell\u0259r s\u0259m\u0259r\u0259liliyi art\u0131rma potensial\u0131 il\u0259 diqq\u0259ti c\u0259lb edir.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Yapay_Zeka_Modelleri_Nedir\"><\/span>S\u00fcni intellekt modell\u0259ri n\u0259dir?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>S\u00fcni intellekt modell\u0259ri<\/strong>ma\u015f\u0131nlara insan kimi \u00f6yr\u0259nm\u0259, d\u00fc\u015f\u00fcnm\u0259 v\u0259 q\u0259rar verm\u0259 bacar\u0131qlar\u0131 \u0259ld\u0259 etm\u0259y\u0259 imkan ver\u0259n alqoritml\u0259rdir. Modell\u0259r n\u00fcmun\u0259l\u0259ri \u00f6yr\u0259nir v\u0259 b\u00f6y\u00fck m\u0259lumat d\u0259stl\u0259rini t\u0259hlil ed\u0259r\u0259k proqnozlar verir. M\u0259s\u0259l\u0259n, t\u0259bii dil emal modell\u0259ri c\u00fcml\u0259 strukturunu ba\u015fa d\u00fc\u015f\u0259 v\u0259 m\u0259tn yarada bil\u0259r v\u0259 ya t\u0259svir emal\u0131 modell\u0259ri t\u0259sviri t\u0259hlil ed\u0259r\u0259k obyektl\u0259ri m\u00fc\u0259yy\u0259n ed\u0259 bil\u0259r.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Neden_Onemlidir\"><\/span>Niy\u0259 Vacibdir?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Bu modell\u0259rin \u0259h\u0259miyy\u0259ti biznes prosesl\u0259rinin avtomatla\u015fd\u0131r\u0131lmas\u0131 v\u0259 t\u0259kmill\u0259\u015fdirilm\u0259sind\u0259n tutmu\u015f s\u0259hiyy\u0259 diaqnostikas\u0131na q\u0259d\u0259r bir \u00e7ox praktik istifad\u0259 sah\u0259l\u0259rind\u0259 \u00f6z\u00fcn\u00fc g\u00f6st\u0259rir. Bundan \u0259lav\u0259, d\u00fczg\u00fcn modell\u0259 i\u015fl\u0259y\u0259n m\u00fc\u0259ssis\u0259l\u0259r r\u0259qab\u0259t \u00fcst\u00fcnl\u00fcy\u00fc \u0259ld\u0259 edir v\u0259 m\u0259lumatlara \u0259saslanan strategiyalarla qazanclar\u0131n\u0131 art\u0131ra bil\u0259rl\u0259r.<\/p>\n<p><!-- \u0130\u00c7 BA\u011eLANTI (SITE \u0130\u00c7\u0130) --><\/p>\n<p>Ox\u015far m\u00f6vzularda texnoloji yenilikl\u0259rl\u0259 maraqlan\u0131rs\u0131n\u0131zsa, e-ticar\u0259t <a href=\"https:\/\/www.hostragons.com\/az\/kateqoriya\/texnologiya\/\">texnologiya<\/a> Trendl\u0259r kateqoriyam\u0131za da baxa bil\u0259rsiniz.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"En_Cok_Kullanilan_Yapay_Zeka_Modelleri_ve_Ornekleri\"><\/span>\u018fn \u00e7ox istifad\u0259 olunan s\u00fcni intellekt modell\u0259ri v\u0259 n\u00fcmun\u0259l\u0259ri<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0130ndi \u0259n \u00e7ox yay\u0131lm\u0131\u015f n\u00f6vl\u0259r\u0259 v\u0259 onlar\u0131n konkret n\u00fcmun\u0259l\u0259rin\u0259 n\u0259z\u0259r salaq.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Derin_Ogrenme_Modelleri_Deep_Learning\"><\/span>1. D\u0259rin \u00d6yr\u0259nm\u0259 Modell\u0259ri<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>D\u0259rin \u00f6yr\u0259nm\u0259 layl\u0131 s\u00fcni neyron \u015f\u0259b\u0259k\u0259l\u0259rind\u0259n (Deep Neural Networks) istifad\u0259 etm\u0259kl\u0259 h\u0259yata ke\u00e7iril\u0259n ma\u015f\u0131n \u00f6yr\u0259nm\u0259sinin bir qoludur. M\u0259s\u0259l\u0259n, Image Recognition modell\u0259ri tibbi m\u00fcayin\u0259l\u0259rd\u0259 x\u0259r\u00e7\u0259ng h\u00fcceyr\u0259l\u0259rinin a\u015fkarlanmas\u0131ndan tutmu\u015f sosial media filtrl\u0259rin\u0259 q\u0259d\u0259r geni\u015f t\u0259tbiql\u0259rd\u0259 istifad\u0259 olunur. Bu modell\u0259rin u\u011furu onlar\u0131 b\u00f6y\u00fck veril\u0259nl\u0259r bazas\u0131nda \u00f6yr\u0259tm\u0259kd\u0259n ir\u0259li g\u0259lir.<\/p>\n<ul>\n<li><strong>\u00dcst\u00fcnl\u00fck:<\/strong> O, h\u0259tta \u00e7ox m\u00fcr\u0259kk\u0259b m\u0259lumatlar\u0131 y\u00fcks\u0259k d\u0259qiqlikl\u0259 emal ed\u0259 bilir.<\/li>\n<li><strong>Dezavantaj:<\/strong> T\u0259lim prosesi \u00fc\u00e7\u00fcn b\u00f6y\u00fck emal g\u00fcc\u00fc v\u0259 m\u0259lumat t\u0259l\u0259b edir.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_Dogal_Dil_Isleme_Modelleri_NLP\"><\/span>2. T\u0259bii Dil Emal\u0131 Modell\u0259ri (NLP)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>NLP (Natural Language Processing) \u0259sasl\u0131 modell\u0259r m\u0259tnl\u0259ri t\u0259hlil etm\u0259k, m\u0259na \u00e7\u0131xarmaq v\u0259 suallara cavab verm\u0259k kimi prosesl\u0259ri idar\u0259 edir. \u00c7atbotlar v\u0259 avtomatik t\u0259rc\u00fcm\u0259 al\u0259tl\u0259ri bu model\u0259 misald\u0131r. M\u0259s\u0259l\u0259n, m\u00fc\u015ft\u0259ri d\u0259st\u0259yi chatbotu daxil olan m\u0259tnl\u0259ri an\u0131nda t\u0259hlil ed\u0259r\u0259k n\u0259tic\u0259l\u0259r verir.<\/p>\n<ul>\n<li><strong>\u00dcst\u00fcnl\u00fck:<\/strong> O, real vaxt cavablar\u0131 v\u0259 dil anlama imkanlar\u0131 t\u0259klif edir.<\/li>\n<li><strong>Dezavantaj:<\/strong> O, h\u0259mi\u015f\u0259 dilin kontekstini d\u00fczg\u00fcn ba\u015fa d\u00fc\u015fm\u0259y\u0259 bil\u0259r v\u0259 yanl\u0131\u015f n\u0259tic\u0259l\u0259r ver\u0259 bil\u0259r.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_Makine_Ogrenimi_Modelleri_Machine_Learning\"><\/span>3. Ma\u015f\u0131n \u00d6yr\u0259nm\u0259 Modell\u0259ri<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Ma\u015f\u0131n \u00f6yr\u0259nm\u0259si alqoritml\u0259r\u0259 veril\u0259nl\u0259rd\u0259n \u00f6yr\u0259nm\u0259y\u0259 v\u0259 zaman ke\u00e7dikc\u0259 performanslar\u0131n\u0131 yax\u015f\u0131la\u015fd\u0131rma\u011fa imkan verir. \u00dc\u00e7 \u0259sas n\u00f6v var: N\u0259zar\u0259t olunan, N\u0259zar\u0259tsiz v\u0259 G\u00fccl\u0259ndirici. M\u0259s\u0259l\u0259n, sat\u0131\u015f proqnozlar\u0131 haz\u0131rlanark\u0259n n\u0259zar\u0259t edil\u0259n t\u0259limd\u0259n istifad\u0259 olunur; M\u00fc\u015ft\u0259ri seqmentasiyas\u0131n\u0131 h\u0259yata ke\u00e7irm\u0259k \u00fc\u00e7\u00fcn n\u0259zar\u0259tsiz \u00f6yr\u0259nm\u0259 istifad\u0259 edil\u0259 bil\u0259r.<\/p>\n<ul>\n<li><strong>\u00dcst\u00fcnl\u00fck:<\/strong> M\u00fcxt\u0259lif m\u0259lumat n\u00f6vl\u0259ri \u00fc\u00e7\u00fcn geni\u015f t\u0259tbiql\u0259r\u0259 malikdir.<\/li>\n<li><strong>Dezavantaj:<\/strong> Modelin keyfiyy\u0259ti onun \u00f6yr\u0259dildiyi m\u0259lumatlar\u0131n d\u00fczg\u00fcnl\u00fcy\u00fcnd\u0259n as\u0131l\u0131d\u0131r.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_Oneri_Sistemleri_Recommendation_Systems\"><\/span>4. T\u00f6vsiy\u0259 sisteml\u0259ri<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>T\u00f6vsiy\u0259 sisteml\u0259ri istifad\u0259\u00e7i qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259si \u0259sas\u0131nda f\u0259rdil\u0259\u015fdirilmi\u015f m\u0259zmun t\u0259klif ed\u0259n modell\u0259rdir. M\u0259s\u0259l\u0259n, al\u0131\u015f-veri\u015f sayt\u0131nda yeni m\u0259hsullar \u0259vv\u0259ll\u0259r baxd\u0131\u011f\u0131n\u0131z m\u0259hsullara \u0259sas\u0259n \u201cx\u00fcsusi sizin \u00fc\u00e7\u00fcn\u201d kimi siyah\u0131ya al\u0131n\u0131r. Netflix v\u0259 YouTube kimi platformalar da t\u00f6vsiy\u0259 motorlar\u0131ndan u\u011furla istifad\u0259 ed\u0259r\u0259k \u00f6z auditoriyalar\u0131n\u0131 saxlama\u011f\u0131 bacar\u0131rlar.<\/p>\n<ul>\n<li><strong>\u00dcst\u00fcnl\u00fck:<\/strong> \u0130stifad\u0259\u00e7i t\u0259cr\u00fcb\u0259sini f\u0259rdil\u0259\u015fdirir v\u0259 m\u0259mnuniyy\u0259tini art\u0131r\u0131r.<\/li>\n<li><strong>Dezavantaj:<\/strong> O, istifad\u0259\u00e7iy\u0259 davaml\u0131 olaraq ox\u015far m\u0259zmun n\u00f6vl\u0259ri t\u0259qdim etm\u0259kl\u0259 m\u00fcxt\u0259lifliyi azalda bil\u0259r.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"5_Konusma_Tanima_Modelleri_Speech_Recognition\"><\/span>5. Nitqin tan\u0131nmas\u0131 modell\u0259ri<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>S\u0259s k\u00f6m\u0259k\u00e7il\u0259ri (Siri, Google Assistant v\u0259 s.) v\u0259 z\u0259ng m\u0259rk\u0259zinin avtomatla\u015fd\u0131r\u0131lmas\u0131 bu modelin m\u0259\u015fhur n\u00fcmun\u0259l\u0259ridir. \u0130nsan s\u0259si m\u0259tn\u0259 \u00e7evrilir v\u0259 \u0259mrl\u0259r kimi i\u015fl\u0259nir, bu da s\u00fcr\u0259tli qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259ni t\u0259min edir. X\u00fcsusil\u0259 \u0259l\u00e7atanl\u0131q (\u0259lil istifad\u0259\u00e7il\u0259r) bax\u0131m\u0131ndan b\u00f6y\u00fck rahatl\u0131q t\u0259klif edir.<\/p>\n<ul>\n<li><strong>\u00dcst\u00fcnl\u00fck:<\/strong> S\u00fcr\u0259tli \u0259mr giri\u015fi v\u0259 asan istifad\u0259.<\/li>\n<li><strong>Dezavantaj:<\/strong> Fon s\u0259s-k\u00fcy\u00fc kimi xarici amill\u0259r modelin d\u0259qiqliyini azalda bil\u0259r.<\/li>\n<\/ul>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-9343 aligncenter\" src=\"https:\/\/www.hostragons.com\/wp-content\/uploads\/2025\/01\/ai-model-ornek-resim.jpg\" alt=\"\u018fn \u00e7ox istifad\u0259 edil\u0259n s\u00fcni intellekt modell\u0259ri il\u0259 yarad\u0131lan vizual\" width=\"1450\" height=\"574\" title=\"\" srcset=\"https:\/\/www.hostragons.com\/wp-content\/uploads\/2025\/01\/ai-model-ornek-resim.jpg 1450w, https:\/\/www.hostragons.com\/wp-content\/uploads\/2025\/01\/ai-model-ornek-resim-768x304.jpg 768w, https:\/\/www.hostragons.com\/wp-content\/uploads\/2025\/01\/ai-model-ornek-resim-18x7.jpg 18w\" sizes=\"auto, (max-width: 1450px) 100vw, 1450px\" \/><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Avantajlar_ve_Dezavantajlar\"><\/span>\u00dcst\u00fcnl\u00fckl\u0259r v\u0259 Dezavantajlar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>S\u00fcni intellektin \u00fcst\u00fcnl\u00fckl\u0259ri<\/strong> Bununla bel\u0259, bu texnologiyan\u0131n b\u0259zi riskl\u0259ri v\u0259 \u00e7\u0259tinlikl\u0259ri d\u0259 var. Budur \u0259n \u0259sas m\u00fcsb\u0259t v\u0259 m\u0259nfi c\u0259h\u0259tl\u0259r:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u00dcst\u00fcnl\u00fckl\u0259r<\/th>\n<th>M\u0259nfi c\u0259h\u0259tl\u0259ri<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Artan s\u0259m\u0259r\u0259lilik v\u0259 daha s\u00fcr\u0259tli emal<\/td>\n<td>Y\u00fcks\u0259k qiym\u0259tli infrastruktur t\u0259l\u0259bi<\/td>\n<\/tr>\n<tr>\n<td>B\u00f6y\u00fck m\u0259lumat d\u0259stl\u0259rind\u0259 y\u00fcks\u0259k d\u0259qiqlik<\/td>\n<td>M\u0259lumatlar\u0131n m\u0259xfiliyi v\u0259 t\u0259hl\u00fck\u0259sizlik riskl\u0259ri<\/td>\n<\/tr>\n<tr>\n<td>Avtomatla\u015fd\u0131rma il\u0259 insan s\u0259hvinin azald\u0131lmas\u0131<\/td>\n<td>\u0130\u015f itkisi il\u0259 ba\u011fl\u0131 narahatl\u0131qlar<\/td>\n<\/tr>\n<tr>\n<td>F\u0259rdil\u0259\u015fdirilmi\u015f istifad\u0259\u00e7i t\u0259cr\u00fcb\u0259si<\/td>\n<td>Model qara qutudur<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><span class=\"ez-toc-section\" id=\"Somut_Ornek_Otomotiv_Sektoru\"><\/span>Konkret N\u00fcmun\u0259: Avtomobil S\u0259nayesi<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Avtomobil \u015firk\u0259tl\u0259ri istehsal x\u0259tl\u0259rind\u0259 s\u0259m\u0259r\u0259liliyi art\u0131rmaq \u00fc\u00e7\u00fcn robot s\u00fcni intellekt silahlar\u0131ndan istifad\u0259 edirl\u0259r. Bu qollar \u0259vv\u0259lki \u00f6yr\u0259nm\u0259l\u0259rin\u0259 \u0259saslanaraq hiss\u0259l\u0259ri d\u00fczg\u00fcn m\u00f6vqey\u0259 qoyaraq s\u0259hvl\u0259ri minimuma endirir. N\u0259tic\u0259d\u0259 istehsal prosesi s\u00fcr\u0259tl\u0259nir v\u0259 insan s\u0259hvi n\u0259tic\u0259sind\u0259 yaranan x\u0259rcl\u0259r azal\u0131r. Bununla bel\u0259, artan m\u0259lumat h\u0259cmi v\u0259 model m\u00fcr\u0259kk\u0259bliyi \u015firk\u0259tin sistemini daim yenil\u0259m\u0259sini t\u0259l\u0259b edir.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Alternatif_Yaklasimlar_ve_Metotlar\"><\/span>Alternativ yana\u015fmalar v\u0259 metodlar<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u018flb\u0259tt\u0259 ki, d\u0259rin v\u0259 ya ma\u015f\u0131n \u00f6yr\u0259nm\u0259 modell\u0259ri t\u0259k se\u00e7im deyil. B\u0259zi hallarda reqressiya analizind\u0259n v\u0259 ya statistik \u0259sasl\u0131 modell\u0259rd\u0259n istifad\u0259 etm\u0259k daha m\u0259qs\u0259d\u0259uy\u011fun ola bil\u0259r. Ki\u00e7ik v\u0259 nisb\u0259t\u0259n sad\u0259 m\u0259lumat d\u0259stl\u0259ri \u00fc\u00e7\u00fcn statistik \u00fcsullar daha s\u00fcr\u0259tli v\u0259 daha ucuzdur. Eynil\u0259 <em>a\u015fa\u011f\u0131 istifad\u0259\u00e7i qar\u015f\u0131l\u0131ql\u0131l\u0131\u011f\u0131<\/em> Layih\u0259l\u0259rd\u0259 m\u00fcr\u0259kk\u0259b s\u00fcni intellekt modell\u0259ri yerin\u0259 \u0259sas alqoritml\u0259r d\u0259 i\u015fl\u0259y\u0259 bil\u0259r.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Sikca_Sorulan_Sorular\"><\/span>Tez-tez veril\u0259n suallar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"S1_Yapay_zeka_modelleri_neden_bu_kadar_populer_oldu\"><\/span>S1: AI modell\u0259ri niy\u0259 bu q\u0259d\u0259r populyarla\u015f\u0131b?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u00c7\u00fcnki o, m\u00fcr\u0259kk\u0259b m\u0259lumat t\u0259hlilini h\u0259yata ke\u00e7ir\u0259 v\u0259 insan s\u0259m\u0259r\u0259liliyini art\u0131ra bil\u0259r. <strong>\u0259n \u00e7ox istifad\u0259 edil\u0259n s\u00fcni intellekt modell\u0259ri<\/strong> tez bir zamanda b\u00fct\u00fcn d\u00fcnyada m\u0259\u015fhurla\u015fd\u0131. B\u00f6y\u00fck m\u00fc\u0259ssis\u0259l\u0259rd\u0259n tutmu\u015f ki\u00e7ik startaplara q\u0259d\u0259r h\u0259r k\u0259s m\u0259lumatlara \u0259saslanan q\u0259rar q\u0259buletm\u0259 mexanizml\u0259rind\u0259n faydalanmaq ist\u0259yir.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"S2_Yapay_zeka_avantajlari_tam_olarak_nelerdir\"><\/span>S2: S\u00fcni intellektin \u00fcst\u00fcnl\u00fckl\u0259ri n\u0259l\u0259rdir?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>S\u00fcni intellektin \u00fcst\u00fcnl\u00fckl\u0259ri<\/strong> Bunlara biznes prosesl\u0259rinin avtomatla\u015fd\u0131r\u0131lmas\u0131, d\u0259qiqliyin art\u0131r\u0131lmas\u0131, m\u0259lumatlar\u0131n t\u0259hlilinin s\u00fcr\u0259tl\u0259ndirilm\u0259si v\u0259 f\u0259rdil\u0259\u015fdirilmi\u015f istifad\u0259\u00e7i t\u0259cr\u00fcb\u0259sinin t\u0259min edilm\u0259si v\u0259 dig\u0259rl\u0259ri daxildir.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"S3_Makine_ogrenimi_ile_derin_ogrenme_arasindaki_fark_nedir\"><\/span>3-c\u00fc sual: Ma\u015f\u0131n \u00f6yr\u0259nm\u0259si il\u0259 d\u0259rin \u00f6yr\u0259nm\u0259 aras\u0131nda f\u0259rq n\u0259dir?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Ma\u015f\u0131n \u00f6yr\u0259nm\u0259si daha geni\u015f texnoloji sah\u0259y\u0259 aiddir v\u0259 m\u00fcxt\u0259lif alqoritml\u0259ri \u0259hat\u0259 edir. D\u0259rin \u00f6yr\u0259nm\u0259, s\u00fcni neyron \u015f\u0259b\u0259k\u0259l\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k \u00e7ox qatl\u0131 m\u0259lumatlar\u0131n i\u015fl\u0259nm\u0259sini h\u0259yata ke\u00e7ir\u0259n ma\u015f\u0131n \u00f6yr\u0259nm\u0259sinin alt b\u00f6lm\u0259sidir. Bel\u0259likl\u0259, d\u0259rin \u00f6yr\u0259nm\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259sinin davam\u0131d\u0131r.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Sonuc_ve_Genel_Degerlendirme\"><\/span>N\u0259tic\u0259 v\u0259 \u00dcmumi Qiym\u0259tl\u0259ndirm\u0259<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>X\u00fclas\u0259 <strong>\u0259n \u00e7ox istifad\u0259 edil\u0259n s\u00fcni intellekt modell\u0259ri<\/strong>, h\u0259r g\u00fcn daha \u00e7ox sektorda t\u0259tbiq olunmaqla m\u0259hsuldarl\u0131\u011f\u0131, s\u0259m\u0259r\u0259liliyi v\u0259 istifad\u0259\u00e7i m\u0259mnuniyy\u0259tini art\u0131r\u0131r. <strong>S\u00fcni intellektin \u00fcst\u00fcnl\u00fckl\u0259ri<\/strong> Bunu n\u0259z\u0259r\u0259 alsaq, bu texnologiyan\u0131n daha da geni\u015f yay\u0131laca\u011f\u0131n\u0131 proqnozla\u015fd\u0131rmaq olar. Bununla bel\u0259, qiym\u0259t, m\u0259lumat m\u0259xfiliyi v\u0259 qara qutu problemi kimi m\u0259nfi c\u0259h\u0259tl\u0259r\u0259 d\u0259 diqq\u0259t yetirm\u0259k laz\u0131md\u0131r. \u015eirk\u0259tl\u0259rin ehtiyaclar\u0131na v\u0259 m\u0259lumatlar\u0131n strukturuna uy\u011fun modeli d\u00fczg\u00fcn se\u00e7m\u0259kl\u0259 s\u00fcni intellektin g\u00fcc\u00fcnd\u0259n maksimum yararlanmaq m\u00fcmk\u00fcnd\u00fcr.<\/p>\n<p><!-- DI\u015e BA\u011eLANTI (HAR\u0130C\u0130) - DOFOLLOW --><\/p>\n<p>Daha \u0259trafl\u0131 m\u0259lumat \u00fc\u00e7\u00fcn D\u00fcnya \u0130qtisadi Forumunun sayt\u0131ndak\u0131 cari hesabatlardak\u0131 m\u0259lumatlara bax\u0131n.<\/p>","protected":false},"excerpt":{"rendered":"<p>En \u00c7ok Kullan\u0131lan Yapay Zeka Modelleri G\u00fcn\u00fcm\u00fczde en \u00e7ok kullan\u0131lan yapay zeka modelleri, i\u015fletmelerden sa\u011fl\u0131k hizmetlerine kadar pek \u00e7ok sekt\u00f6rde \u00e7\u0131\u011f\u0131r a\u00e7\u0131yor. Bu rehberde yapay zeka modellerinin nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131ndan yapay zeka avantajlar\u0131na kadar geni\u015f bir perspektifte bilgi bulabilirsiniz. \u0130nsan benzeri karar mekanizmalar\u0131yla karma\u015f\u0131k problemleri h\u0131zla \u00e7\u00f6zebilen bu modeller, verimlili\u011fi art\u0131rma potansiyeliyle dikkat \u00e7ekiyor. Yapay Zeka [&hellip;]<\/p>\n","protected":false},"author":94,"featured_media":9342,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAow5YvFDA:productID":"","footnotes":""},"categories":[416],"tags":[483,484,482],"class_list":["post-9317","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-teknoloji","tag-ai","tag-ai-model","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/posts\/9317","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/users\/94"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/comments?post=9317"}],"version-history":[{"count":0,"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/posts\/9317\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/media\/9342"}],"wp:attachment":[{"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/media?parent=9317"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/categories?post=9317"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hostragons.com\/az\/wp-json\/wp\/v2\/tags?post=9317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}