{"id":65379,"date":"2023-09-01T19:31:43","date_gmt":"2023-09-01T19:31:43","guid":{"rendered":"https:\/\/www.zaptest.com\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma"},"modified":"2023-09-01T19:31:43","modified_gmt":"2023-09-01T19:31:43","slug":"robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma","title":{"rendered":"Robotik S\u00fcre\u00e7 Otomasyonunda Yapay Zekan\u0131n Etkisi &#8211; Yapay Zeka ve RPA&#8217;n\u0131n Yak\u0131nsamas\u0131 \u00dczerine Kapsaml\u0131 Bir Tart\u0131\u015fma"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Robotik S\u00fcre\u00e7 Otomasyonu ka\u00e7ak bir tren. Deloitte&#8217;a g\u00f6re, teknoloji \u015funlar\u0131 ba\u015faracak  <\/span><a href=\"https:\/\/www2.deloitte.com\/ro\/en\/pages\/technology-media-and-telecommunications\/articles\/deloitte-global-rpa-survey.html\"><span style=\"font-weight: 400;\">2025&#8217;e kadar neredeyse evrensel olarak benimsenmesi.<\/span><\/a><span style=\"font-weight: 400;\">  Ancak RPA&#8217;n\u0131n i\u015f d\u00fcnyas\u0131na hakim olmas\u0131, geli\u015fmeyi durduraca\u011f\u0131 anlam\u0131na gelmiyor.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Heyecan verici bir teknolojik kav\u015fakta duruyoruz. Son y\u0131llarda yapay zeka alan\u0131ndaki geli\u015fmeler \u015fa\u015f\u0131rt\u0131c\u0131 olmu\u015ftur. ChatGPT ve di\u011fer \u00dcretken Yapay Zeka bi\u00e7imleri kamu bilincini ele ge\u00e7irdi. Ancak bu heyecan verici teknoloji, yapay zekan\u0131n potansiyelinin yaln\u0131zca bir ifadesidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA basit ama etkili bir ara\u00e7t\u0131r. Ancak RPA ve yapay zekan\u0131n yak\u0131nsamas\u0131, inovasyon i\u00e7in sonsuz f\u0131rsatlar sunuyor. Diyalo\u011fa dayal\u0131 yapay zeka destekli m\u00fc\u015fteri hizmetleri, analitik odakl\u0131 karar verme ve bilgi i\u015finin otomasyonu, RPA&#8217;daki yapay zekan\u0131n sadece baz\u0131 \u00f6rnekleridir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Teknoloji ilerledik\u00e7e, Bili\u015fsel Robotik S\u00fcre\u00e7 Otomasyonu i\u015fin do\u011fas\u0131n\u0131 hayal bile edemeyece\u011fimiz \u015fekillerde de\u011fi\u015ftirecek. RPA ile yapay zekan\u0131n gelecekteki etkisini de\u011ferlendirmeden \u00f6nce otomasyonun s\u0131n\u0131rlar\u0131n\u0131 nas\u0131l zorlad\u0131\u011f\u0131n\u0131 inceleyelim.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/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=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #b90000;color:#b90000\" 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: #b90000;color:#b90000\" 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 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#RPAnin_sinirlari\" >RPA&#8217;n\u0131n s\u0131n\u0131rlar\u0131<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#1_Islemsel_otomasyonun_yonetilmesi_zordur\" >1. \u0130\u015flemsel otomasyonun y\u00f6netilmesi zordur<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#2_RPA_yapilandirilmamis_verilerle_mucadele_ediyor\" >2. RPA yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerle m\u00fccadele ediyor<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#3_RPA_olceklendirme_zorluklari_sunar\" >3. RPA \u00f6l\u00e7eklendirme zorluklar\u0131 sunar<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#Robotik_Surec_Otomasyonu_ve_Yapay_Zeka\" >Robotik S\u00fcre\u00e7 Otomasyonu ve Yapay Zeka:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#Mukemmel_bir_eslesme\" >M\u00fckemmel bir e\u015fle\u015fme<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#1_Optik_Karakter_Tanima_ile_RPA\" >1. Optik Karakter Tan\u0131ma ile RPA<\/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.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#2_Makine_Ogrenimi_ve_RPA\" >2. Makine \u00d6\u011frenimi ve RPA<\/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.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#3_Derin_Ogrenme_ile_RPA\" >3. Derin \u00d6\u011frenme ile RPA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#4_RPA_ve_Goruntu_Tanima\" >4. RPA ve G\u00f6r\u00fcnt\u00fc Tan\u0131ma<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#5_Uretken_Yapay_Zeka_ile_RPA\" >5. \u00dcretken Yapay Zeka ile RPA<\/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.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#6_Otomasyona_Katildi\" >6. Otomasyona Kat\u0131ld\u0131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#7_Kendi_kendini_iyilestiren_botlar\" >7. Kendi kendini iyile\u015ftiren botlar<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#8_Akilli_isleme_madenciligi\" >8. Ak\u0131ll\u0131 i\u015fleme madencili\u011fi<\/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.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#9_Yazilim_test_otomasyonu\" >9. Yaz\u0131l\u0131m test otomasyonu<\/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.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#10_RPA_Akilli_Otomasyon\" >10. RPA Ak\u0131ll\u0131 Otomasyon<\/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.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#Yapay_zeka_destekli_RPA_gelecegi_nasil_degistirecek\" >Yapay zeka destekli RPA gelece\u011fi nas\u0131l de\u011fi\u015ftirecek?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#is_ve_toplum\" >i\u015f ve toplum<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#1_Endustri_40\" >1. End\u00fcstri 4.0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#2_Hiperotomasyon\" >2. Hiperotomasyon<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#3_Uzmanlara_daha_az_guven\" >3. Uzmanlara daha az g\u00fcven<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#4_Daha_fazla_hukumet_verimliligi\" >4. Daha fazla h\u00fck\u00fcmet verimlili\u011fi<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.zaptest.com\/tr\/robotik-surec-otomasyonunda-yapay-zekanin-etkisi-yapay-zeka-ve-rpanin-yakinsamasi-uzerine-kapsamli-bir-tartisma\/#Son_dusunceler\" >Son d\u00fc\u015f\u00fcnceler<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"RPAnin_sinirlari\"><\/span><strong>RPA&#8217;n\u0131n s\u0131n\u0131rlar\u0131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"6a6c6f\" data-has-transparency=\"false\" style=\"--dominant-color: #6a6c6f;\" decoding=\"async\" class=\"aligncenter wp-image-65278 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1024x784.webp\" alt=\"Yapay Zeka vs. RPA\" width=\"604\" height=\"462\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1024x784.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-300x230.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-768x588.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1536x1176.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1080x827.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-1280x980.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-980x750.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-480x368.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/AI-vs.-RPA-jpeg.webp 1920w\" sizes=\"(max-width: 604px) 100vw, 604px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">RPA&#8217;n\u0131n yayg\u0131n olarak benimsenmesi, faydas\u0131n\u0131n bir kan\u0131t\u0131d\u0131r. Teknoloji, bir zamanlar manuel olan g\u00f6revleri otomatikle\u015ftirerek say\u0131s\u0131z i\u015fletmenin yeni \u00fcretim, verimlilik ve do\u011fruluk seviyelerine ula\u015fmas\u0131na yard\u0131mc\u0131 oldu. Ancak, her teknoloji gibi bunun da \u00fcst s\u0131n\u0131rlar\u0131 vard\u0131r.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Islemsel_otomasyonun_yonetilmesi_zordur\"><\/span><strong>1. \u0130\u015flemsel otomasyonun y\u00f6netilmesi zordur<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RPA botlar\u0131 s\u00fcre\u00e7lerde sadakatle \u00e7al\u0131\u015facak olsa da, biraz y\u00f6netim ve bak\u0131ma ihtiya\u00e7 duyarlar. \u00d6rne\u011fin, giri\u015fler veya \u00e7\u0131k\u0131\u015flar de\u011fi\u015fti\u011finde, botlar\u0131n bu hafif\u00e7e de\u011fi\u015fen ko\u015fullar\u0131 ele almak i\u00e7in yeniden yap\u0131land\u0131r\u0131lmas\u0131 gerekir. Dinamik \u00e7al\u0131\u015fma ortamlar\u0131nda bu durum kaynaklar\u0131 ve zaman\u0131 t\u00fcketebilir.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_RPA_yapilandirilmamis_verilerle_mucadele_ediyor\"><\/span><strong>2. RPA yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerle m\u00fccadele ediyor<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RPA ara\u00e7lar\u0131, if\/then\/else mant\u0131\u011f\u0131n\u0131 kullanarak g\u00f6revleri y\u00fcr\u00fctmek i\u00e7in olu\u015fturulmu\u015ftur. Bu nedenle, \u00f6ng\u00f6r\u00fclebilir veri yap\u0131lar\u0131na dayan\u0131rlar. Giri\u015f verilerindeki herhangi bir de\u011fi\u015fiklik veya varyasyon, botun almay\u0131 bekledi\u011fi tan\u0131mlanm\u0131\u015f de\u011ferlerin d\u0131\u015f\u0131nda olduklar\u0131 i\u00e7in hatalara veya istisnalara neden olacakt\u0131r.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_RPA_olceklendirme_zorluklari_sunar\"><\/span><strong>3. RPA \u00f6l\u00e7eklendirme zorluklar\u0131 sunar<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">K\u0131smen yukar\u0131da listeledi\u011fimiz nedenlerden dolay\u0131, RPA s\u00fcre\u00e7lerinizi \u00f6l\u00e7eklendirmek zor olabilir. Her bir s\u00fcrecin net bir \u015fekilde tan\u0131mlanmas\u0131, y\u00f6netilmesi ve s\u00fcrd\u00fcr\u00fclmesi gerekirken, RPA&#8217;n\u0131n uyarlanabilirlik eksikli\u011fi de sorunlara yol a\u00e7abilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA&#8217;n\u0131n s\u0131n\u0131rlamalar\u0131 endi\u015felenecek bir \u015fey de\u011fildir. Yapay zeka destekli RPA, yeni ve heyecan verici otomasyon olanaklar\u0131n\u0131n \u00f6n\u00fcn\u00fc a\u00e7arken bu s\u0131n\u0131rlamalar\u0131n her birinin \u00fcstesinden gelebilir.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u0130\u015fte yapay zeka ile RPA&#8217;n\u0131n otomasyonu nas\u0131l de\u011fi\u015ftirdi\u011fi.<\/strong><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Robotik_Surec_Otomasyonu_ve_Yapay_Zeka\"><\/span><strong>Robotik S\u00fcre\u00e7 Otomasyonu ve Yapay Zeka:  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Mukemmel_bir_eslesme\"><\/span><strong>M\u00fckemmel bir e\u015fle\u015fme<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"b6baba\" data-has-transparency=\"false\" style=\"--dominant-color: #b6baba;\" decoding=\"async\" class=\"aligncenter wp-image-65239 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1024x683.webp\" alt=\"RPA Ya\u015fam D\u00f6ng\u00fcs\u00fc ve S\u00fcreci - Robotik S\u00fcre\u00e7 Otomasyonunu Uygulamak i\u00e7in 10 Ad\u0131m\" width=\"597\" height=\"398\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-1280x853.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-480x320.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/09\/RPA-Lifecycle-Process-10-Steps-to-Implementing-Robotic-Process-Automation-jpeg.webp 1920w\" sizes=\"(max-width: 597px) 100vw, 597px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RPA, tasar\u0131m\u0131 gere\u011fi, en az\u0131ndan kullan\u0131c\u0131 d\u00fczeyinde, basit ve karma\u015f\u0131k olmayan bir ara\u00e7t\u0131r. Teknik olmayan ekipler i\u00e7in eri\u015filebilir olacak \u015fekilde tasarlanm\u0131\u015ft\u0131r. Bu sayede kendisine verilen talimatlar\u0131 kontroll\u00fc bir \u015fekilde yerine getirir. Bu s\u00fcre\u00e7leri tan\u0131mlamak ve komutlar\u0131 y\u00fcr\u00fctmek i\u00e7in RPA&#8217;y\u0131 y\u00f6nlendirmek insanlara ba\u011fl\u0131d\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Elbette, yeterli karma\u015f\u0131kl\u0131k g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda ad\u0131m ad\u0131m talimatlar\u0131 detayland\u0131rmak imkans\u0131z hale gelebilir &#8211; bu nedenle RPA ve Yapay Zekay\u0131 birle\u015ftirmek otomasyonun gelece\u011fidir.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Optik_Karakter_Tanima_ile_RPA\"><\/span><strong>1. Optik Karakter Tan\u0131ma ile RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">\u0130\u00e7inde <\/span><a href=\"https:\/\/ieeexplore.ieee.org\/document\/9532902\"><br \/>\n  <span style=\"font-weight: 400;\">\u0130\u015f S\u00fcre\u00e7lerini \u0130yile\u015ftirmek i\u00e7in Yapay Zeka ve OCR ile Robotik S\u00fcre\u00e7 Otomasyonu<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  (Shidaganti, 2021), yazar RPA&#8217;n\u0131n s\u0131n\u0131rlamalar\u0131n\u0131 \u015f\u00f6yle \u00f6zetliyor: &#8220;Otomatikle\u015ftirilmi\u015f s\u00fcre\u00e7teki herhangi bir de\u011fi\u015fiklik, RPA uygulamas\u0131nda do\u011frudan de\u011fi\u015fiklik yap\u0131lmas\u0131n\u0131 gerektirir.&#8221; Shidaganti, bu s\u00fcrece \u00e7\u00f6z\u00fcm olarak yapay zekay\u0131 \u00f6neriyor ve RPA&#8217;n\u0131n temel bir g\u00fc\u00e7lendirmesi olarak Optik Karakter Tan\u0131ma (OCR) i\u00e7in bir arg\u00fcman sunuyor.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ger\u00e7ekten de OCR, RPA&#8217;y\u0131 yap\u0131land\u0131r\u0131lmam\u0131\u015f verilere a\u00e7arak i\u015fletmeleri etkiledi. Yapay zeka destekli RPA OCR ara\u00e7lar\u0131, bas\u0131l\u0131 belgelerdeki ve hatta yaz\u0131l\u0131 metinlerdeki bilgileri okuyabilir. RPA i\u00e7in OCR entegrasyonunun kolayla\u015ft\u0131rd\u0131\u011f\u0131 \u00fc\u00e7 temel f\u0131rsat vard\u0131r.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">OCR, yap\u0131land\u0131r\u0131lm\u0131\u015f verileri kodlayarak RPA&#8217;n\u0131n \u00f6ng\u00f6r\u00fclemeyen girdilerle \u00e7al\u0131\u015fmas\u0131na olanak tan\u0131r<\/span><\/li>\n<li><span style=\"font-weight: 400;\">RPA, kendi ekranlar\u0131nda neler olup bitti\u011fini de\u015fifre ederek uzak makineleri otomatikle\u015ftirebilir<\/span><\/li>\n<li><span style=\"font-weight: 400;\">OCR, Makine \u00d6\u011frenimi ile birlikte, belgeleri tarayarak M\u00fc\u015fterini Tan\u0131 (KYC), Kara Para Aklamay\u0131 \u00d6nleme (AML) ve Doland\u0131r\u0131c\u0131l\u0131k Tespiti konular\u0131nda yard\u0131mc\u0131 olabilir. Teknolojinin \u00f6\u011frendikleri ve kararlar\u0131 RPA ile entegre olabilir ve daha h\u0131zl\u0131 hesap a\u00e7ma, i\u015fe al\u0131m, kredi kararlar\u0131 vb.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Makine_Ogrenimi_ve_RPA\"><\/span><strong>2. Makine \u00d6\u011frenimi ve RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Robotik S\u00fcre\u00e7 Otomasyonu ve Makine \u00d6\u011frenimi, RPA&#8217;n\u0131n do\u011fas\u0131nda var olan s\u0131n\u0131rlamalar\u0131n \u00fcstesinden gelmek i\u00e7in yapay zekadan yararlanman\u0131n bir ba\u015fka \u00f6rne\u011fidir. 2016 y\u0131l\u0131na kadar sigorta sekt\u00f6r\u00fcndeki otomasyon uzmanlar\u0131 \u015funlar\u0131 tespit etmi\u015fti  <\/span><a href=\"https:\/\/www.ma.imperial.ac.uk\/~dbrigo\/roboticsinsurance.pdf\"><span style=\"font-weight: 400;\">bili\u015fsel robotik s\u00fcre\u00e7 otomasyonunun (RPA) olanaklar\u0131.<\/span><\/a><span style=\"font-weight: 400;\">  Bu makalede yazarlar, olas\u0131 ufuklar olarak &#8220;kendi kendini optimize eden m\u00fc\u015fteri hizmetleri, kredi fiyatland\u0131rmas\u0131, finansal tavsiye veya talep veya \u015fikayet i\u015fleme&#8221; konular\u0131n\u0131 tart\u0131\u015fmaktad\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130lerlemenin bir i\u015fareti olarak g\u00f6r\u00fclmesi gereken Robotik S\u00fcre\u00e7 Otomasyonu Makine \u00d6\u011frenimi ara\u00e7lar\u0131n\u0131n k\u0131sa bir s\u00fcre i\u00e7inde nas\u0131l yayg\u0131nla\u015ft\u0131\u011f\u0131n\u0131 g\u00f6rmek ilgin\u00e7.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Makine \u00d6\u011frenimi her yerde. Bir makineye a\u00e7\u0131k programlama talimatlar\u0131 ile g\u00f6revleri yerine getirmeyi \u00f6\u011fretme s\u00fcrecini tan\u0131mlar. Bildi\u011finiz gibi bu, makinelerin bir veri k\u00fcmesi i\u00e7indeki kal\u0131plar\u0131 analiz etmek ve bulmak i\u00e7in algoritmalar kullanmas\u0131n\u0131 i\u00e7erir. Makine e\u011fitildikten sonra di\u011fer verileri i\u015fleyebilir ve i\u00e7g\u00f6r\u00fc ve tahminler \u00fcretebilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA ve Makine \u00d6\u011frenimi harika bir e\u015fle\u015fme \u00e7\u00fcnk\u00fc RPA&#8217;n\u0131n daha ak\u0131ll\u0131, daha sezgisel ve yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerle ba\u015fa \u00e7\u0131kabilece\u011fi anlam\u0131na geliyor.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Derin_Ogrenme_ile_RPA\"><\/span><strong>3. Derin \u00d6\u011frenme ile RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Makine \u00d6\u011frenimi, Yapay Zekan\u0131n bir alt k\u00fcmesi iken Derin \u00d6\u011frenme, Makine \u00d6\u011freniminin bir alt k\u00fcmesidir. Derin \u00d6\u011frenme ve Makine \u00d6\u011frenimi aras\u0131ndaki fark baz\u0131 insanlar i\u00e7in \u00e7ok ince olabilir, ancak ke\u015ffetmeye de\u011fer. Makine \u00f6\u011frenimi, kararlara ve tahminlere yard\u0131mc\u0131 olmak i\u00e7in veriler \u00fczerinde e\u011fitilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">  Bununla birlikte, teknoloji tipik olarak zaman i\u00e7inde kendi kendini geli\u015ftirme yetene\u011finden yoksundur. Buna kar\u015f\u0131l\u0131k Derin \u00d6\u011frenme, performans\u0131n\u0131 \u00f6\u011frenmek ve iyile\u015ftirmek i\u00e7in sinir a\u011flar\u0131n\u0131n kullan\u0131lmas\u0131n\u0131 i\u00e7erir. Ba\u015fka bir deyi\u015fle, Derin \u00d6\u011frenme sayesinde RPA ve makine \u00f6\u011frenimi, deneyimle daha iyi hale gelen otomasyonlar olu\u015fturmak i\u00e7in bir araya geliyor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Elbette Derin \u00d6\u011frenme bu i\u015flevi yerine getirmek i\u00e7in inan\u0131lmaz miktarda veri gerektirir. Yapay zeka ve RPA aras\u0131ndaki derin ortak ya\u015fam\u0131n bir ba\u015fka \u00f6rne\u011fi olan botlar, bu e\u011fitim verilerinin toplanmas\u0131na y\u00f6nelik zahmetli s\u00fcrece yard\u0131mc\u0131 olmak i\u00e7in idealdir. RPA ara\u00e7lar\u0131, bu bilgileri toplamak i\u00e7in \u00e7e\u015fitli web sitelerine ve di\u011fer bilgi havuzlar\u0131na eri\u015febilir ve Derin \u00d6\u011frenme algoritmas\u0131n\u0131n geli\u015ftirmek i\u00e7in bol miktarda veriye sahip olmas\u0131n\u0131 sa\u011flar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Derin \u00f6\u011frenme, botlar\u0131n tahmine dayal\u0131 analiti\u011fin avantajlar\u0131ndan yararlanmas\u0131n\u0131 da sa\u011flar. RPA istisnalarla kar\u015f\u0131la\u015ft\u0131\u011f\u0131nda, bunlar\u0131 beklenen veya beklenmeyen modellerle e\u015fle\u015ftirerek insan m\u00fcdahalesine olan ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 ortadan kald\u0131rabilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ak\u0131ll\u0131 botlar veriye dayal\u0131 kararlar alabildi\u011finde, m\u00fc\u015fterilere en uygun \u015fekilde yan\u0131t verebilirler. RPA i\u00e7indeki bu uygulamalara bir \u00f6rnek, t\u00fcketicilerin ruh hallerini \u00e7\u00f6zmek i\u00e7in do\u011fal dil i\u015flemeyi (NLP) kullanan duygu analizi ara\u00e7lar\u0131n\u0131 i\u00e7erir. Buna kar\u015f\u0131l\u0131k, botlar uygun bir nota yakalamak i\u00e7in tepkilerini mod\u00fcle edebilirler. Bu dinamizm, empatik insani m\u00fc\u015fteri hizmetleri ile mekanik alternatifi aras\u0131ndaki u\u00e7urumlar\u0131 a\u015fmak i\u00e7in \u00e7ok \u015fey yapabilir.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_RPA_ve_Goruntu_Tanima\"><\/span><strong>4. RPA ve G\u00f6r\u00fcnt\u00fc Tan\u0131ma<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RPA&#8217;y\u0131 g\u00f6r\u00fcnt\u00fc tan\u0131ma yaz\u0131l\u0131m\u0131yla e\u015fle\u015ftirmek, RPA&#8217;n\u0131n da\u011f\u0131n\u0131k veya yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerle ba\u015fa \u00e7\u0131kma yetersizli\u011finin \u00fcstesinden gelmek i\u00e7in yapay zekay\u0131 kullanman\u0131n bir ba\u015fka \u00f6rne\u011fidir. Makalede  <\/span><a href=\"https:\/\/pdf.sciencedirectassets.com\/280203\/1-s2.0-S1877050922X00161\/1-s2.0-S1877050922017616\/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEA8aCXVzLWVhc3QtMSJHMEUCIEuUMh3a5WW5fXmhw0IFpxHDtt2gWniLP43qoZ1aLcZEAiEAyCagZ9kgzfr1D1eQtk7ih6z8jIp67S7thrzTs6lsS74quwUI2P%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FARAFGgwwNTkwMDM1NDY4NjUiDDaFmkwWSu5cy%2FHptiqPBZuSfYYDja5z8F9uqxwHnvRYjMxR0r5%2BSfMTzryExnapZOKun95qKMkMTXPpgUoqjKxO0FVGdngfY8hL7RYvyiJczPhGO%2F4GFA2kf1hwgQw50a2PrPBxSjKF4cidFuZtnamulWeGQcJ%2FvPSsdiE6RZXTwJDCQGsEHaX4J%2Fh5zjEA%2FRL86YGh6T0BECyXiZYZEov4FHHFKe4faeF%2BNVrv0S58GaQKUa2de9OjCyB0ZzHkDAkv3z6ezxegUj%2B%2Fto%2ByS4M8rCRDoSxFHZa9XJTqyuY2bMtRSGKMW9%2BigY23OKPufBDMDmOGYsq1GCgXBC5u2KQq26PfujXxGqdFzQitge0yDY51vynTBN0i9%2Fr5%2FP2SetihBxEJx1IZ6UTcXTxylyU6gbnX8YNpj6M5g%2FiBuvLOtSwDCp1ZgIIHI581HcEM2ofZ%2FTefHIFSCc9agRhJ9THEdxXWGOP069UpL8d%2F3sCVig6aaew8DR6Z%2FO51x9T6u34tUXSV4pBeEIpxbm%2BcEBHDZRX5Y4BGWambz9g7v6waul%2B%2FsRgeaebgB9TUHoCvMWlL4d8auuI5v2KveAm1JSyMwS4idqGlKZofqEWbrtLVap7Ebrb0ap%2BqT7APQmEgxAt%2B1ETUuOAMMnzouDuIQvE8uwGt2Z3G4RmR1i313jzquKfYKs%2F%2Fgn2AMyv4s10WgCo1R%2F836DNQO3hu8xirlZwW499x7By6vdc%2FnD060V12fce61t5MPiP%2FLnj85U5sR%2BVffeSVXXUqZ%2B0OpI7jRl0sGfJSgEmrOW0dNSkGZdZEkmWwoAjVv%2Fi6gGtzUPvpEYUcYCU5hf7%2BVct0Ch98nlEyfUfmU0F2neo5d4Se2phDQOrT7DKSPcqnd%2B7%2F5MYwu9XCpwY6sQELP7WJLjQ69cCUm95n48i7DWsdyYGu0bJ21or3qzNwWN2pinGRd9hE2axNeqn8epKh3RFq6%2Bxo785oGD9d7Auql50kFHajCj8E3D%2BrpbFnU61SOplvrnicgQy4p4l4d7SrNQYFbn7L2P8W56E8w6UQbELjskRJUGzesb3XNk4LkSn3RC0Mi0Y3dG3tBo076xCtODMPMfzZPXVYZWqeKM8brqBSZF%2BtzJtZJN66Hzm7AwM%3D&amp;X-Amz-Algorithm=AWS4-HMAC-SHA256&amp;X-Amz-Date=20230831T160417Z&amp;X-Amz-SignedHeaders=host&amp;X-Amz-Expires=299&amp;X-Amz-Credential=ASIAQ3PHCVTY5Q3R56OE%2F20230831%2Fus-east-1%2Fs3%2Faws4_request&amp;X-Amz-Signature=937db94bc3f282e396392600e44d4cb49a161d9571b5b38d195e4df64486a4a5&amp;hash=8805d7e5d20cc191ffc1d0ac7e7bb86dadc1819976686afe38257dc7bcac75c6&amp;host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&amp;pii=S1877050922017616&amp;tid=spdf-e88767af-a8fc-47c6-964d-a2d6771c3eec&amp;sid=da5415535af719478748c051114ecfe62ba9gxrqb&amp;type=client&amp;tsoh=d3d3LnNjaWVuY\"><br \/>\n  <span style=\"font-weight: 400;\">\u0130\u015f s\u00fcre\u00e7lerinin otomatikle\u015ftirilmesi i\u00e7in RPA yaz\u0131l\u0131m robotlar\u0131 alan\u0131nda yapay zeka teknolojilerinin analizi ve uygulanabilirli\u011fi<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> (Kanakov, 2022) ba\u015fl\u0131kl\u0131 makalesinde yazar, i\u015fe al\u0131m ge\u00e7mi\u015fi kontrollerinin otomatikle\u015ftirilmesi veya doland\u0131r\u0131c\u0131l\u0131k tespitine yard\u0131mc\u0131 olunmas\u0131 ile ilgili olarak RPA ve G\u00f6r\u00fcnt\u00fc Tan\u0131ma&#8217;n\u0131n baz\u0131 b\u00fcy\u00fcleyici kullan\u0131mlar\u0131n\u0131 \u00f6zetliyor. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">Kanakov taraf\u0131ndan \u00f6nerilen di\u011fer kullan\u0131m \u00f6rnekleri aras\u0131nda, kameralara ba\u011fl\u0131 RPA ara\u00e7lar\u0131yla bina g\u00fcvenli\u011fi i\u00e7in y\u00fcz tan\u0131ma \u00f6zelli\u011finin kullan\u0131lmas\u0131 yer al\u0131yor. Uygulamalar ger\u00e7ekten sonsuzdur. \u00d6rne\u011fin, dronlar veya kameralar anormallikler i\u00e7in herhangi bir say\u0131da ortam\u0131 tarayabilir. Bir RPA sistemi tespit edildi\u011finde, sorunlar\u0131 ilgili taraflara bildirerek h\u0131zl\u0131 bir \u015fekilde d\u00fczeltilmesini sa\u011flayabilir.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Uretken_Yapay_Zeka_ile_RPA\"><\/span><strong>5. \u00dcretken Yapay Zeka ile RPA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Bir <\/span><a href=\"https:\/\/www.forbes.com\/sites\/delltechnologies\/2023\/02\/16\/generative-ai-and-rpa-why-your-business-needs-both\/https:\/\/www.forbes.com\/sites\/delltechnologies\/2023\/02\/16\/generative-ai-and-rpa-why-your-business-needs-both\/\"><br \/>\n  <span style=\"font-weight: 400;\">Forbes&#8217;daki makale<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">DELL&#8217;den Clint Boulton, RPA ve Generative AI&#8217;y\u0131 kar\u015f\u0131la\u015ft\u0131r\u0131rken harika bir benzetme kullan\u0131yor. &#8220;Bir gala etkinli\u011finde RPA konuk listesini kontrol ediyor, biletleri say\u0131yor ve oda kapasitesi, \u0131s\u0131tma ve ayd\u0131nlatma gibi \u015feyleri izliyor&#8221; diyor. Ard\u0131ndan, &#8220;Bu arada, \u00dcretken Yapay Zeka etkinlik i\u00e7in reklamlar haz\u0131rl\u0131yor, onur sahipleri i\u00e7in tebrik konu\u015fmalar\u0131 yaz\u0131yor ve her konukla sohbet ediyor&#8221; diyor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu benzetmenin bu kadar g\u00fc\u00e7l\u00fc olmas\u0131n\u0131n nedeni, son bir y\u0131l i\u00e7inde hepimizin g\u00f6zlemledi\u011fi bir \u015feyi m\u00fckemmel bir \u015fekilde yans\u0131tmas\u0131d\u0131r. \u00dcretken yapay zeka o kadar ilgin\u00e7 ve g\u00fc\u00e7l\u00fc ki, \u00e7\u0131kt\u0131lar\u0131na hayret etmekten kendimizi alam\u0131yoruz. Bununla birlikte, arka planda \u00f6nemsiz g\u00f6revleri yerine getiren biri (RPA) olmadan, hi\u00e7bir etkinlik olamaz veya en az\u0131ndan i\u015flevsel bir etkinlik olamaz.  <\/span><\/p>\n<p><a href=\"https:\/\/www.gartner.com\/en\/topics\/generative-ai\"><span style=\"font-weight: 400;\">Gartner&#8217;a g\u00f6re, \u00dcretken Yapay Zeka pek \u00e7ok se\u00e7enek sunuyor.<\/span><\/a><span style=\"font-weight: 400;\">  H\u0131zl\u0131 bir \u015fekilde yaz\u0131l\u0131 i\u00e7erik, resim, video, m\u00fczik ve hatta kod olu\u015fturabilir. Diyalo\u011fa dayal\u0131 m\u00fc\u015fteri hizmetleri gibi baz\u0131 olas\u0131l\u0131klar hemen g\u00f6ze \u00e7arp\u0131yor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ancak geli\u015fmi\u015f sohbet robotlar\u0131 sadece bir ba\u015flang\u0131\u00e7; RPA ve \u00dcretken Yapay Zeka i\u00e7in di\u011fer kullan\u0131m alanlar\u0131 aras\u0131nda RPA&#8217;n\u0131n bir\u00e7ok formdaki yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri anlamas\u0131na yard\u0131mc\u0131 olmak ve hatta RPA&#8217;y\u0131 karar verme, veri analizi ve daha fazlas\u0131yla g\u00fc\u00e7lendirmek yer al\u0131yor.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Otomasyona_Katildi\"><\/span><strong>6. Otomasyona Kat\u0131ld\u0131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Otomasyonu iki kategoriye ay\u0131rabilirsiniz: Kat\u0131l\u0131ml\u0131 ve Kat\u0131l\u0131ms\u0131z. Tahmin edebilece\u011finiz gibi, Kat\u0131l\u0131ms\u0131z Otomasyon, botun herhangi bir insan girdisi olmadan i\u015flemleri y\u00fcr\u00fctt\u00fc\u011f\u00fc anlam\u0131na gelir. Buna kar\u015f\u0131l\u0131k, Kat\u0131l\u0131ml\u0131 Otomasyon, yol boyunca en az bir ad\u0131m s\u0131ras\u0131nda insan etkile\u015fimi gerektiren g\u00f6revleri tan\u0131mlar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bunun i\u015fe yarayabilece\u011fi birka\u00e7 yol vard\u0131r. \u00d6rne\u011fin, otomatik s\u00fcre\u00e7 manuel bir tetikleme gerektirebilir. Alternatif olarak, ad\u0131mlardan biri i\u015flem s\u0131ras\u0131nda g\u00fcvenlik kimlik bilgilerine ihtiya\u00e7 duyabilir. Ancak burada Robotik Masa\u00fcst\u00fc Otomasyonu (RDA) sayesinde daha karma\u015f\u0131k orkestrasyonlar m\u00fcmk\u00fcnd\u00fcr.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Robotik Masa\u00fcst\u00fc Otomasyonu (RDA), Kat\u0131l\u0131ml\u0131 Otomasyonun bir \u015feklidir. Bununla birlikte, makine \u00f6\u011frenimi ve Optik Karakter Tan\u0131ma gibi yapay zeka ara\u00e7lar\u0131 sayesinde, bu robotlar birden fazla i\u015f ak\u0131\u015f\u0131 s\u00fcrecini dinamik olarak bir araya getirerek bireysel bir kullan\u0131c\u0131 i\u00e7in \u00e7e\u015fitli g\u00f6revleri s\u00fcrekli olarak otomatikle\u015ftirir. Bu senaryoda, RDA botu sanal bir asistan gibi davranarak insan operat\u00f6r m\u00fc\u015fteriyle konu\u015furken verileri al\u0131r, dosyalar\u0131 g\u00f6nderir ve raporlar olu\u015fturur.  <\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Kendi_kendini_iyilestiren_botlar\"><\/span><strong>7. Kendi kendini iyile\u015ftiren botlar<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">A <\/span><a href=\"https:\/\/insidebigdata.com\/2022\/06\/25\/survey-results-identifying-the-benefits-and-challenges-of-rpa\/\"><br \/>\n  <span style=\"font-weight: 400;\">2022&#8217;den itibaren RPA&#8217;n\u0131n durumu anketi<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  RPA \u00e7\u00f6z\u00fcmlerini benimseyen baz\u0131 i\u015fletmeleri etkileyen bir sorunu ortaya \u00e7\u0131kard\u0131. Kat\u0131l\u0131mc\u0131lar\u0131n %69&#8217;undan fazlas\u0131 her hafta bozuk bir RPA botu ile kar\u015f\u0131la\u015ft\u0131klar\u0131n\u0131 belirtiyor. Daha da k\u00f6t\u00fcs\u00fc, kat\u0131l\u0131mc\u0131lar\u0131n %40&#8217;\u0131ndan fazlas\u0131 botlar\u0131n\u0131 d\u00fczeltmenin 5 saatten fazla s\u00fcrd\u00fc\u011f\u00fcn\u00fc belirtirken, di\u011fer kat\u0131l\u0131mc\u0131lar d\u00fczeltmenin bir g\u00fcnden fazla s\u00fcrebilece\u011fini \u00f6ne s\u00fcr\u00fcyor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu rakamlar kabul edilemez derecede y\u00fcksektir. Ancak, anket sorunun ayr\u0131nt\u0131lar\u0131na girmiyor. RPA ba\u015far\u0131s\u0131zl\u0131\u011f\u0131n\u0131n yayg\u0131n nedenleri aras\u0131nda girdi de\u011fi\u015fiklikleri, robotlar\u0131n istisnalarla kar\u015f\u0131la\u015fmas\u0131, eksik veriler, zay\u0131f testler veya bak\u0131m eksikli\u011fi say\u0131labilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kendi kendini iyile\u015ftiren RPA, bir insan \u00e7al\u0131\u015fan\u0131n girdisi olmadan kendi kendini d\u00fczeltebilen bir sistemi tan\u0131mlar.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kendi kendini iyile\u015ftiren RPA botlar\u0131, otomatik g\u00f6revin performans\u0131n\u0131 izleyen yapay zeka algoritmalar\u0131 sayesinde m\u00fcmk\u00fcn olmaktad\u0131r. Sorunlar ortaya \u00e7\u0131kt\u0131\u011f\u0131nda, bu yard\u0131mc\u0131 ara\u00e7lar harekete ge\u00e7er, temel nedeni belirler ve bir d\u00fczeltme uygular. Bunun getirisi daha y\u00fcksek performans ve daha fazla \u00e7al\u0131\u015fma s\u00fcresidir.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_Akilli_isleme_madenciligi\"><\/span><strong>8. Ak\u0131ll\u0131 i\u015fleme madencili\u011fi<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">RPA ba\u011flam\u0131nda s\u00fcre\u00e7 madencili\u011fi, i\u015fletmelerin otomatikle\u015ftirebilece\u011fi g\u00f6revlerin ke\u015ffedilmesini i\u00e7erir. Yapay zekan\u0131n geli\u015fmi\u015f analitik yeteneklerini kullanan ekipler, otomatikle\u015ftirilebilecek g\u00f6revleri bulmak i\u00e7in i\u015f ak\u0131\u015flar\u0131n\u0131 inceleyebilir ve bu otomasyonun etkisi hakk\u0131nda tahminler yapabilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">S\u00fcre\u00e7 madencili\u011fi makine \u00f6\u011frenimi ve veri analiti\u011fini kullan\u0131r. \u00d6rne\u011fin, i\u015f ak\u0131\u015f\u0131 verilerini yakalamak i\u00e7in ekran kay\u0131t yaz\u0131l\u0131m\u0131 kullan\u0131r ve bunlar\u0131 ad\u0131mlara ay\u0131r\u0131r. Ard\u0131ndan, makine \u00f6\u011frenimi veya analitik ara\u00e7lar\u0131 bu g\u00f6revlerin modellerini \u00e7al\u0131\u015ft\u0131r\u0131r ve otomatik s\u00fcre\u00e7lere d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilecek alanlar\u0131 bulur. Yapay zeka ara\u00e7lar\u0131, i\u015fletmelere g\u00f6revlerin daha iyi denetlenmesini ve anla\u015f\u0131lmas\u0131n\u0131 sa\u011flayarak ba\u011f\u0131ml\u0131l\u0131klar\u0131, darbo\u011fazlar\u0131 ve verimsizlikleri belirlemelerine olanak tan\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA ve s\u00fcre\u00e7 madencili\u011fini bir araya getirmek \u00e7ok g\u00fc\u00e7l\u00fcd\u00fcr \u00e7\u00fcnk\u00fc i\u015fletmelerin ba\u015fka t\u00fcrl\u00fc tespit edemeyecekleri s\u00fcre\u00e7leri ortaya \u00e7\u0131karmalar\u0131na yard\u0131mc\u0131 olabilir. Bu, RPA yat\u0131r\u0131mlar\u0131n\u0131zdan daha fazla de\u011fer elde edebilece\u011finiz ve RPA&#8217;n\u0131n maliyetleri d\u00fc\u015f\u00fcrmek ve \u00fcretkenli\u011fi art\u0131rmak gibi di\u011fer faydalar\u0131n\u0131 daha da art\u0131rabilece\u011finiz anlam\u0131na gelir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Burada fark edebilece\u011finiz bir di\u011fer \u015fey de s\u00fcre\u00e7 madencili\u011finin uygun RPA s\u00fcre\u00e7leri i\u00e7in ke\u015fif s\u00fcresini k\u0131saltabilece\u011fidir. Bu da uygulaman\u0131z\u0131n \u00e7ok daha h\u0131zl\u0131 bir \u015fekilde hayata ge\u00e7ece\u011fi anlam\u0131na gelir.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_Yazilim_test_otomasyonu\"><\/span><strong>9. Yaz\u0131l\u0131m test otomasyonu<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Yaz\u0131l\u0131m geli\u015ftiriciler ve yay\u0131nc\u0131lar, son birka\u00e7 on y\u0131lda sahip oldu\u011fumuz en y\u0131k\u0131c\u0131 teknolojilerden baz\u0131lar\u0131n\u0131 sundular. Bununla birlikte, sekt\u00f6r\u00fcn kendisi de bir devrimden ge\u00e7mi\u015ftir. DevOps ve \u00c7evik metodolojiler, geli\u015ftiricilerin y\u0131ld\u0131r\u0131m h\u0131z\u0131nda, s\u00fcrekli geli\u015fen \u00fcr\u00fcnlere olan talebi kar\u015f\u0131lamas\u0131na yard\u0131mc\u0131 olurken, CI\/CD boru hatlar\u0131 da pazara daha h\u0131zl\u0131 s\u00fcr\u00fclmesine katk\u0131da bulunuyor.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA, belirli yaz\u0131l\u0131m testi t\u00fcrleri i\u00e7in harika bir ara\u00e7t\u0131r. McKinsey, yeni nesil yaz\u0131l\u0131m geli\u015ftirmenin yapay zekan\u0131n hemen arkas\u0131nda oldu\u011funu \u00f6ne s\u00fcr\u00fcyor  <\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/mckinsey-digital\/our-insights\/the-top-trends-in-tech#tech-trends-2023\"><span style=\"font-weight: 400;\">2023&#8217;\u00fcn en b\u00fcy\u00fck teknolojik trendleri<\/span><\/a><span style=\"font-weight: 400;\">. Hem RPA hem de yapay zeka taraf\u0131ndan desteklenen yaz\u0131l\u0131m test otomasyonu, Generative AI&#8217;n\u0131n kod yazmas\u0131 ve kodsuz ara\u00e7lar sayesinde teknik olmayan ekiplerin de kat\u0131l\u0131m\u0131yla bu trendin \u00f6n saflar\u0131nda yer alacak.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dan\u0131\u015fmanl\u0131k firmas\u0131n\u0131n orta\u011f\u0131 Santiago Comella-Dorda&#8217;n\u0131n da belirtti\u011fi gibi, &#8220;Geli\u015ftiriciler modern dijital kurulu\u015flar i\u00e7in belki de en de\u011ferli varl\u0131klardan biri, ancak zamanlar\u0131n\u0131n y\u00fczde 40&#8217;\u0131ndan fazlas\u0131n\u0131 modern bir ara\u00e7 setiyle kolayca otomatikle\u015ftirilebilecek tekrarlayan, d\u00fc\u015f\u00fck de\u011ferli g\u00f6revlere harc\u0131yorlar.&#8221;<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_RPA_Akilli_Otomasyon\"><\/span><strong>10. RPA Ak\u0131ll\u0131 Otomasyon<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Ak\u0131ll\u0131 S\u00fcre\u00e7 Otomasyonu (IPA) olarak da adland\u0131r\u0131lan Yapay Zeka Robotik S\u00fcre\u00e7 Otomasyonu, otomasyonun bir sonraki a\u015famas\u0131 olarak kabul edilmektedir. RPA&#8217;y\u0131 al\u0131r ve yapay zeka arac\u0131l\u0131\u011f\u0131yla bili\u015fsel yetenekler ekler. RPA&#8217;y\u0131 yukar\u0131da listelenen di\u011fer yapay zeka teknolojilerinin t\u00fcm\u00fc veya bir k\u0131sm\u0131 ile kapsayabilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir <\/span><a href=\"https:\/\/www.ibm.com\/thought-leadership\/institute-business-value\/en-us\/report\/automation-workflows\"><br \/>\n  <span style=\"font-weight: 400;\">IBM&#8217;in C-Suite y\u00f6neticileriyle yapt\u0131\u011f\u0131 anket<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">Kat\u0131l\u0131mc\u0131lar\u0131n %90&#8217;\u0131 Ak\u0131ll\u0131 Otomasyonun &#8220;ortaya \u00e7\u0131kan i\u015f trendlerine yan\u0131t olarak kurumsal de\u011fi\u015fimi y\u00f6netmede ortalaman\u0131n \u00fczerinde&#8221; performans g\u00f6stermelerine yard\u0131mc\u0131 oldu\u011funu belirtmi\u015ftir. Bu duygu, RPA ve yapay zekan\u0131n ger\u00e7ek bir rekabet avantaj\u0131 sunabilecek \u00e7evik ve sa\u011flam \u00e7\u00f6z\u00fcmler yaratma yetene\u011fine i\u015faret ediyor.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA ve yapay zekan\u0131n organizasyonel de\u011fi\u015fim yaratma g\u00fcc\u00fcn\u00fcn kan\u0131t\u0131, i\u015f d\u00fcnyas\u0131n\u0131n COVID-19 salg\u0131n\u0131na verdi\u011fi tepkide bulunabilir.  <\/span><a href=\"https:\/\/www.mdpi.com\/2071-1050\/13\/14\/8020\"><span style=\"font-weight: 400;\">COVID-19 Salg\u0131n\u0131 S\u0131ras\u0131nda \u0130\u015f S\u00fcre\u00e7lerini Sa\u011flamak i\u00e7in Robotik S\u00fcre\u00e7 Otomasyon Teknolojisinin Benimsenmesi  <\/span><\/a><span style=\"font-weight: 400;\">(Siderska, 2021), incelenen Polonyal\u0131 i\u015fletmelerin %60&#8217;\u0131n\u0131n RPA ara\u00e7lar\u0131 sayesinde i\u015f s\u00fcreklili\u011fini nas\u0131l uygulayabildi\u011fini g\u00f6stermi\u015ftir. Ara\u015ft\u0131rmaya g\u00f6re, Yapay Zeka ve Analitik \u00f6nemli katk\u0131larda bulundu.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yak\u0131n tarihli bir <\/span><a href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2022-08-22-gartner-survey-reveals-80-percent-of-executives-think-automation-can-be-applied-to-any-business-decision\"><br \/>\n  <span style=\"font-weight: 400;\">Gartner anketi<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">y\u00f6neticilerin tam %80&#8217;i otomasyonun her t\u00fcrl\u00fc i\u015f s\u00fcrecine uygulanabilece\u011fine inand\u0131klar\u0131n\u0131 ortaya koydu. Bu istatistik, yapay zeka ile birlikte kullan\u0131ld\u0131\u011f\u0131nda RPA&#8217;n\u0131n g\u00fcc\u00fcn\u00fcn dikkate de\u011fer bir kan\u0131t\u0131d\u0131r. RPA&#8217;n\u0131n yapay zeka ile g\u00fc\u00e7lendirilmesi olmadan bu say\u0131n\u0131n bu kadar y\u00fcksek olabilece\u011fini hayal etmek imkans\u0131z.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Gelece\u011fe y\u00f6nelik olarak, ara\u015ft\u0131rma <\/span><a href=\"https:\/\/iopscience.iop.org\/article\/10.1088\/1741-2560\/13\/5\/051001\/pdf\"><br \/>\n  <span style=\"font-weight: 400;\">n\u00f6romorfik i\u015fleme<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  &#8211; beyin yap\u0131s\u0131na dayanan bir bilgi i\u015fleme sistemi &#8211; daha fazla bili\u015f ve makine zekas\u0131na yol a\u00e7abilir. Bu ufukta heyecan verici olan \u015fey, bu istihbarat modellerinin \u00e7ok daha az e\u011fitim verisi gerektirmesi, yani i\u015fletmelerin kullan\u0131m\u0131na sunulabilecek olmas\u0131.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Yapay_zeka_destekli_RPA_gelecegi_nasil_degistirecek\"><\/span><strong>Yapay zeka destekli RPA gelece\u011fi nas\u0131l de\u011fi\u015ftirecek?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"is_ve_toplum\"><\/span><strong>  i\u015f ve toplum  <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img data-dominant-color=\"976e4d\" data-has-transparency=\"false\" style=\"--dominant-color: #976e4d;\" decoding=\"async\" class=\"aligncenter wp-image-64841 not-transparent\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1024x683.webp\" alt=\"Ak\u0131ll\u0131 S\u00fcre\u00e7 Otomasyonu ve RPA - Farkl\u0131l\u0131klar, Ortak Noktalar, Ara\u00e7lar ve Kesi\u015fmeler \/ \u00d6rt\u00fc\u015fmeler\" width=\"641\" height=\"427\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1024x683.webp 1024w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-300x200.webp 300w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-768x512.webp 768w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1536x1024.webp 1536w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1080x720.webp 1080w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-1280x853.webp 1280w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-980x653.webp 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-480x320.webp 480w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/08\/Intelligent-Process-Automation-vs.-RPA-Differences-Commonalities-Tools-IntersectionsOverlaps-jpeg.webp 1920w\" sizes=\"(max-width: 641px) 100vw, 641px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Yapay zeka s\u00fcre\u00e7 otomasyon ara\u00e7lar\u0131 yeni yeni \u0131s\u0131n\u0131yor. \u0130\u015fte yapay zekan\u0131n otomasyonu daha da etkileyece\u011fi baz\u0131 alanlar.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Endustri_40\"><\/span><strong>1. End\u00fcstri 4.0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Birinci Sanayi Devrimi buharla, \u0130kincisi ise elektrikle \u00e7al\u0131\u015f\u0131yordu. \u00dc\u00e7\u00fcnc\u00fc Sanayi Devrimi 1970&#8217;lerde dijital teknolojiler sayesinde m\u00fcmk\u00fcn olmu\u015ftur. End\u00fcstri 4.0 olarak da bilinen D\u00f6rd\u00fcnc\u00fc Sanayi Devrimi s\u00f6z konusu oldu\u011funda, Dijital \u0130kizler, Sanal Ger\u00e7eklik, Nesnelerin \u0130nterneti (IoT), Yapay Zeka ve Makine \u00d6\u011frenimi ve hatta 3D bask\u0131 gibi bir\u00e7ok teknolojik aday var.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ancak, bir <\/span><a href=\"https:\/\/www.imd.org\/ibyimd\/supply-chain\/the-supply-chain-agenda-keeps-growing-how-will-you-adapt\/\"><br \/>\n  <span style=\"font-weight: 400;\">IMD K\u00fcresel Tedarik Zinciri Ara\u015ft\u0131rmas\u0131<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">  2022&#8217;den itibaren endi\u015fe verici bir ger\u00e7e\u011fi ortaya koyuyor. G\u00f6r\u00fc\u015f\u00fclen 200&#8217;den fazla imalat y\u00f6neticisinden \u00e7ok az\u0131 End\u00fcstri 4.0 ile ilgili teknolojiyi b\u00fcy\u00fck bir \u00f6ncelik olarak s\u0131ralad\u0131. Bu, 2019&#8217;dan \u00e7ok farkl\u0131 bir durum.  <\/span><a href=\"https:\/\/www.mckinsey.com\/industries\/industrials-and-electronics\/our-insights\/capturing-value-at-scale-in-discrete-manufacturing-with-industry-4-0\"><span style=\"font-weight: 400;\">McKinsey anketine kat\u0131lanlar\u0131n %68&#8217;i End\u00fcstri 4.0&#8217;\u0131n en \u00f6nemli stratejik \u00f6ncelik oldu\u011funu belirtmi\u015ftir.<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Ara\u015ft\u0131rma makalesinde  <\/span><a href=\"https:\/\/www.researchgate.net\/publication\/349526158_Robotic_Process_Automation_and_Artificial_Intelligence_in_Industry_40_-_A_Literature_review\"><span style=\"font-weight: 400;\">End\u00fcstride Robotik S\u00fcre\u00e7 Otomasyonu ve Yapay Zeka  <\/span><\/a><a href=\"https:\/\/www.researchgate.net\/publication\/349526158_Robotic_Process_Automation_and_Artificial_Intelligence_in_Industry_40_-_A_Literature_review\"><span style=\"font-weight: 400;\">4.0 &#8211; Literat\u00fcr taramas\u0131  <\/span><\/a><span style=\"font-weight: 400;\">(Riberio, 2021), yazar &#8220;yapay zekan\u0131n uygulanabilirli\u011finin kapsam\u0131 g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, RPA&#8217;n\u0131n otomasyon \u00f6zelliklerine, s\u0131n\u0131fland\u0131rmak, tan\u0131mak, kategorize etmek vb. i\u00e7in belirli ba\u011flamlarda (\u00f6rne\u011fin, Kurumsal Kaynak Planlamas\u0131, Muhasebe, \u0130nsan Kaynaklar\u0131) uygulanan algoritmalar\u0131n veya yapay zeka tekniklerinin uygulamalar\u0131n\u0131 kademeli olarak ekledi\u011fini&#8221; belirtmektedir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Teknoloji geli\u015fmeye devam ettik\u00e7e, yeni ara\u00e7lar ve olanaklar End\u00fcstri 4.0&#8217;\u0131n yapay zeka destekli bir ger\u00e7eklik haline gelmesine yard\u0131mc\u0131 olacakt\u0131r.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Hiperotomasyon\"><\/span><strong>2. Hiperotomasyon<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hiperotomasyon, otomasyonun do\u011fal evrimidir. Bununla birlikte, belirli bir g\u00f6revin veya i\u015f s\u00fcrecinin otomasyonu yerine, otomasyon yeteneklerini t\u00fcm kurulu\u015f genelinde geni\u015fletmeyi ama\u00e7lamaktad\u0131r. Nihai s\u00fcr\u00fcm, i\u015f ak\u0131\u015flar\u0131n\u0131n ve kararlar\u0131n kolayla\u015ft\u0131r\u0131ld\u0131\u011f\u0131, \u00e7evik ve esnek oldu\u011fu, tamamen ba\u011flant\u0131l\u0131 ve b\u00fcy\u00fck \u00f6l\u00e7\u00fcde otonom bir i\u015fletme olacakt\u0131r.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Hiperotomasyon \u00e7e\u015fitli teknolojilerin bir kar\u0131\u015f\u0131m\u0131n\u0131 i\u00e7erir. Buna \u015funlar dahildir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">RPA<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">YAPAY ZEKA  <\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130\u015f S\u00fcreci Otomasyonu (BPA)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ML<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ak\u0131ll\u0131 belge i\u015fleme (IDP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130\u015f ak\u0131\u015f\u0131 d\u00fczenlemesi<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">S\u00fcre\u00e7 madencili\u011fi<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Do\u011fal dil i\u015fleme (NLP)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Bir Kurulu\u015fun Dijital \u0130kizi (DTO)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Diyalo\u011fa Dayal\u0131 RPA<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Bilgisayarla g\u00f6rme RPA<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Makalede belirtildi\u011fi gibi  <\/span><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2666351121000450#bib20\"><span style=\"font-weight: 400;\">End\u00fcstrilerde otomasyonun geli\u015ftirilmesi i\u00e7in hiperotomasyon  <\/span><\/a><span style=\"font-weight: 400;\">(Haleem, 2021), &#8220;Otomasyon teknolojilerinin bir kar\u0131\u015f\u0131m\u0131 sayesinde hiperotomasyon, tek bir otomasyon cihaz\u0131 y\u00f6nteminin baz\u0131 k\u0131s\u0131tlamalar\u0131n\u0131n \u00fcstesinden gelebilir. Bu, \u015firketlerin her bir s\u00fcrecin s\u0131n\u0131rlar\u0131n\u0131n \u00f6tesine ge\u00e7mesine ve neredeyse t\u00fcm zorlu ve \u00f6l\u00e7eklenebilir i\u015flemleri otomatikle\u015ftirmesine olanak tan\u0131r.&#8221;<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Uzmanlara_daha_az_guven\"><\/span><strong>3. Uzmanlara daha az g\u00fcven<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Son y\u0131llarda yaz\u0131l\u0131m geli\u015ftirmede ya\u015fanan patlama bir sorunu ortaya \u00e7\u0131kard\u0131. Uygulamalara ve mobil teknolojiye olan talep artarken, arz buna ayak uydurmakta zorland\u0131. Yaz\u0131l\u0131m geli\u015ftiricileri yetersizdi, bu da bir\u00e7ok pozisyonun aylarca bo\u015f kalmas\u0131 anlam\u0131na geliyordu.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kalifiye adaylar\u0131 bekleyen prestijli, alt\u0131 rakaml\u0131 i\u015fler varken, insanlar\u0131n basit\u00e7e yeniden e\u011fitim al\u0131p \u00f6d\u00fclleri toplayaca\u011f\u0131n\u0131 d\u00fc\u015f\u00fcnmek i\u00e7in affedilebilirdiniz. Okullar ve \u00fcniversiteler de mercek alt\u0131na al\u0131nd\u0131 ve h\u00fck\u00fcmetler STEM konular\u0131na kat\u0131l\u0131m\u0131 te\u015fvik etmek i\u00e7in yeterince \u00e7aba g\u00f6stermediklerini \u00f6ne s\u00fcrd\u00fc. Ancak ger\u00e7ek \u015fu ki kodlama zordur. N\u00fcfusun sadece k\u00fc\u00e7\u00fck bir b\u00f6l\u00fcm\u00fc bu i\u015fe yatk\u0131nd\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u00fcnyam\u0131z giderek dijitalle\u015firken, yaz\u0131l\u0131mc\u0131 a\u00e7\u0131\u011f\u0131, dikkate almad\u0131\u011f\u0131m\u0131z bir uyar\u0131 olarak g\u00f6r\u00fclebilir. Neyse ki, yapay zeka destekli otomasyon bu sorunun panzehirini sa\u011flayabilir.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Liderlik pozisyonlar\u0131, y\u00f6netim becerileri ve derin konu bilgisinin bir kar\u0131\u015f\u0131m\u0131n\u0131 gerektirir. Okuma ve \u00f6\u011frenme, y\u00f6neticileri ve \u00fcst d\u00fczey ekip \u00fcyelerini bir kurum i\u00e7in de\u011ferli k\u0131lan unsurlardan yaln\u0131zca biridir. Ancak, daha fazla sekt\u00f6r teknolojiyi benimsedik\u00e7e, bu yetenek havuzu bo\u015falacakt\u0131r.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yapay zeka analiti\u011fi, i\u00e7g\u00f6r\u00fcleri ve altta yatan ili\u015fkileri bulmak ve tahminlerde bulunmak i\u00e7in b\u00fcy\u00fck miktarda ge\u00e7mi\u015f veriyi kullanabilir. Bu ara\u00e7lar deneyim a\u00e7\u0131\u011f\u0131n\u0131 kapatmaya yard\u0131mc\u0131 olacakt\u0131r. Ayr\u0131ca, daha \u00f6nce b\u00fcy\u00fck b\u00fct\u00e7eli i\u015fletmelerin tekelinde olan kurnazca karar alma s\u00fcre\u00e7lerinin demokratikle\u015fmesine de hizmet edebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Deneyimli karar vericiler ve stratejistlerin modas\u0131 asla ge\u00e7meyecek olsa da, Makine \u00d6\u011frenimi (ML) ve veri analiti\u011fi taraf\u0131ndan y\u00f6nlendirilen hiper-otomatik bir i\u015fletme, hi\u00e7bir insan\u0131n bilin\u00e7li olarak dikkate alamayaca\u011f\u0131 fakt\u00f6rlere dayal\u0131 se\u00e7imler yaparak g\u00fcn\u00fcn her saati \u00e7al\u0131\u015facakt\u0131r.<\/span><\/p>\n<p><a href=\"https:\/\/www.mckinsey.com\/capabilities\/mckinsey-digital\/our-insights\/the-economic-potential-of-generative-ai-the-next-productivity-frontier#introduction\"><span style=\"font-weight: 400;\">McKinsey, bilgi i\u015finin otomasyonunun art\u0131k g\u00f6r\u00fcn\u00fcrde oldu\u011funu \u00f6ne s\u00fcr\u00fcyor<\/span><\/a><span style=\"font-weight: 400;\">. Hukuk, ekonomi, e\u011fitim, sanat ve teknoloji, daha \u00f6nce sadece daha az vas\u0131fl\u0131 i\u015fleri tehlikeye att\u0131\u011f\u0131 d\u00fc\u015f\u00fcn\u00fclen kesintilere maruz kalacakt\u0131r. Ancak bunun genel i\u015fg\u00fcc\u00fc i\u00e7in ne anlama geldi\u011fi hen\u00fcz belirlenmemi\u015ftir.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Daha_fazla_hukumet_verimliligi\"><\/span><strong>4. Daha fazla h\u00fck\u00fcmet verimlili\u011fi<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Devlet harcamalar\u0131 her zaman tart\u0131\u015fmal\u0131 bir konudur. D\u00fcnya genelinde, demokratik y\u00f6netimler \u015fi\u015fkinlik ve hatal\u0131 harcamalar konusunda bir \u00fcne sahiptir. Ba\u015f\u0131na  <\/span><a href=\"https:\/\/www.brookings.edu\/articles\/how-robotic-process-and-intelligent-automation-are-altering-government-performance\/\"><br \/>\n  <span style=\"font-weight: 400;\">\u00fcnl\u00fc Brookings Enstit\u00fcs\u00fc&#8217;n\u00fcn ara\u015ft\u0131rmas\u0131<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">ABD devlet kurumlar\u0131 yapay zeka ve RPA&#8217;y\u0131 benimsiyor. <\/span> <\/p>\n<p><span style=\"font-weight: 400;\">G\u0131da ve \u0130la\u00e7 \u0130daresi, Sosyal G\u00fcvenlik, Savunma Lojistik Ajans\u0131 ve Hazine Bakanl\u0131\u011f\u0131 gibi \u00e7ok \u00e7e\u015fitli departmanlar, verimlili\u011fi art\u0131rmak ve temel hizmetlerinin maliyetlerini azaltmak i\u00e7in yapay zeka ve RPA&#8217;y\u0131 benimsedi. Ayr\u0131ca, bir  <\/span><a href=\"https:\/\/www.actiac.org\/documents\/act-iac-white-paper-process-automation-product-survey\"><br \/>\n  <span style=\"font-weight: 400;\">Amerikan Teknoloji Konseyi ve End\u00fcstri Dan\u0131\u015fma Konseyi (ACT-IAC) anketi <\/span><br \/>\n<\/a><span style=\"font-weight: 400;\">yakla\u015f\u0131k bir d\u00fczine kamu kurulu\u015funun kullan\u0131m \u00f6rneklerini g\u00f6stermektedir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Daha verimli ve uygun maliyetli bir h\u00fck\u00fcmet, t\u00fcm toplum \u00fczerinde d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fc bir etkiye sahip olabilir. Hizmetler daha verimli ve etkili hale gelebilir ve vergiler milyonlarca ki\u015finin hayat\u0131n\u0131 de\u011fi\u015ftirebilecek programlara aktar\u0131labilir. Ancak, bu yayg\u0131n benimseme a\u015fa\u011f\u0131daki hususlar\u0131n ortadan kald\u0131r\u0131lmas\u0131n\u0131n \u00f6nemini vurgulamaktad\u0131r<\/span> <a href=\"https:\/\/hbr.org\/2019\/10\/what-do-we-do-about-the-biases-in-ai\"><br \/>\n  <span style=\"font-weight: 400;\"> yapay zekada \u00f6nyarg\u0131,<\/span><br \/>\n<\/a><span style=\"font-weight: 400;\"> \u00d6zellikle de d\u00fcnya \u00e7ap\u0131ndaki h\u00fck\u00fcmetler teknolojiyi politika kararlar\u0131n\u0131 y\u00f6nlendirmek i\u00e7in kullan\u0131rsa. <\/span> <\/p>\n<p>&nbsp;<\/p>\n<h2 style=\"text-align: center;\"><span class=\"ez-toc-section\" id=\"Son_dusunceler\"><\/span><strong>Son d\u00fc\u015f\u00fcnceler<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-56671\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2023\/03\/person-wondering-about-software-testing-1024x683.jpeg\" alt=\"yaz\u0131l\u0131m test otomasyonundaki baz\u0131 kar\u0131\u015f\u0131kl\u0131klar\u0131 gidermek\" width=\"452\" height=\"301\"><\/p>\n<p><span style=\"font-weight: 400;\">Yapay zekan\u0131n RPA teknolojisi \u00fczerinde derin bir etkisi oldu. \u0130lk otomasyon ara\u00e7lar\u0131, i\u015f yerindeki ezbere dayal\u0131 ve s\u0131radan g\u00f6revlerin \u00e7o\u011funu yerine getirebiliyordu. Ancak, otomasyona y\u00f6nelik kolektif i\u015ftah artt\u0131k\u00e7a, RPA s\u0131n\u0131rlar\u0131yla kar\u015f\u0131la\u015ft\u0131. Yapay zeka bu bariyerleri y\u0131k\u0131yor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">RPA ve yapay zekay\u0131 birle\u015ftirmek, her iki arac\u0131n da potansiyelini geni\u015fletir. \u0130\u015fletmeler \u015fimdiden Ak\u0131ll\u0131 Otomasyonun m\u00fc\u015fteri hizmetlerini iyile\u015ftirme, kurumsal verimlili\u011fi art\u0131rma ve i\u015fletme maliyetlerini azaltma gibi \u00f6d\u00fcllerini toplamaya ba\u015flad\u0131lar. Yapay zeka, RPA&#8217;n\u0131n kapsam\u0131n\u0131 sadece on y\u0131l \u00f6nce olas\u0131 g\u00f6r\u00fcnmeyen \u015fekillerde a\u00e7t\u0131.  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ancak Robotik S\u00fcre\u00e7 Otomasyonu ve Yapay Zeka hikayesi burada bitmiyor. Hiperotomasyon \u00e7a\u011f\u0131na do\u011fru ilerledik\u00e7e daha fazla kazan\u0131m elde edece\u011fiz. \u00c7\u0131lg\u0131n bir yolculuk olacak, bu y\u00fczden geride kalmay\u0131n.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Robotik S\u00fcre\u00e7 Otomasyonu ka\u00e7ak bir tren. Deloitte&#8217;a g\u00f6re, teknoloji \u015funlar\u0131 ba\u015faracak 2025&#8217;e kadar neredeyse evrensel olarak benimsenmesi. Ancak RPA&#8217;n\u0131n i\u015f d\u00fcnyas\u0131na hakim olmas\u0131, geli\u015fmeyi durduraca\u011f\u0131 anlam\u0131na gelmiyor. Heyecan verici bir teknolojik kav\u015fakta duruyoruz. Son y\u0131llarda yapay zeka alan\u0131ndaki geli\u015fmeler \u015fa\u015f\u0131rt\u0131c\u0131 olmu\u015ftur. ChatGPT ve di\u011fer \u00dcretken Yapay Zeka bi\u00e7imleri kamu bilincini ele ge\u00e7irdi. Ancak bu heyecan [&hellip;]<\/p>\n","protected":false},"author":14624,"featured_media":65237,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"Robotik S\u00fcre\u00e7 Otomasyonunda Yapay Zeka - Yapay Zeka ve RPA'n\u0131n Yak\u0131nsamas\u0131","_seopress_titles_desc":"RPA t\u00fcrleri ve s\u0131n\u0131rlar\u0131ndan, Robotik S\u00fcre\u00e7 Otomasyonunda yapay zeka art\u0131r\u0131m\u0131n\u0131n mevcut etkisine kadar, RPA'da yapay zeka hakk\u0131nda bilinmesi gereken her \u015feyi \u00f6\u011frenin!","_seopress_robots_index":"","_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","content-type":"","footnotes":"","beyondwords_generate_audio":"","beyondwords_integration_method":"","beyondwords_project_id":"","beyondwords_content_id":"","beyondwords_preview_token":"","beyondwords_player_content":"","beyondwords_player_style":"","beyondwords_language_code":"","beyondwords_language_id":"","beyondwords_title_voice_id":"","beyondwords_body_voice_id":"","beyondwords_summary_voice_id":"","beyondwords_error_message":"","beyondwords_disabled":"","beyondwords_delete_content":"","beyondwords_podcast_id":"","beyondwords_hash":"","publish_post_to_speechkit":"","speechkit_hash":"","speechkit_generate_audio":"","speechkit_project_id":"","speechkit_podcast_id":"","speechkit_error_message":"","speechkit_disabled":"","speechkit_access_key":"","speechkit_error":"","speechkit_info":"","speechkit_response":"","speechkit_retries":"","speechkit_status":"","speechkit_updated_at":"","_speechkit_link":"","_speechkit_text":""},"categories":[494],"tags":[],"class_list":{"0":"post-65379","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-yapay-zeka"},"acf":{"short_name":"RPA'da Yapay Zekan\u0131n Etkisi"},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts\/65379","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/users\/14624"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/comments?post=65379"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/posts\/65379\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/media\/65237"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/media?parent=65379"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/categories?post=65379"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/tr\/wp-json\/wp\/v2\/tags?post=65379"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}