{"id":22479,"date":"2025-05-29T08:15:15","date_gmt":"2025-05-29T05:15:15","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-ajanlarina-derin-dalis-2-gun\/"},"modified":"2025-05-29T08:15:15","modified_gmt":"2025-05-29T05:15:15","slug":"yapay-zeka-ajanlarina-derin-dalis-2-gun","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-ajanlarina-derin-dalis-2-gun\/","title":{"rendered":"Yapay Zeka Ajanlar\u0131na Derin Dal\u0131\u015f: 2. G\u00fcn"},"content":{"rendered":"<p><body><\/p>\n<p>Yapay Zeka Ajanlar\u0131na Derin Dal\u0131\u015f: 2. G\u00fcn<\/p>\n<p>\u0130\u015fte ikinci g\u00fcn\u00fcn heyecan verici maceras\u0131! D\u00fcn, yapay zeka ajanlar\u0131n\u0131n temel prensiplerini ele alm\u0131\u015ft\u0131m.  Bug\u00fcn ise, daha derinlere inerek,  \u00f6zellikle karar verme mekanizmalar\u0131 ve \u00f6\u011frenme s\u00fcre\u00e7leri \u00fczerinde yo\u011funla\u015ft\u0131m.  A\u00e7\u0131k\u00e7as\u0131,  beklentilerimin \u00e7ok \u00f6tesinde bir karma\u015f\u0131kl\u0131kla kar\u015f\u0131la\u015ft\u0131m.  Ancak,  bu zorluklar beni daha da motive etti.  \u00d6\u011frendiklerim ve kar\u015f\u0131la\u015ft\u0131\u011f\u0131m sorunlar hakk\u0131nda  sizlerle payla\u015fmak istiyorum.<\/p>\n<p>\u00d6ncelikle,  ajanlar\u0131n \u00e7evreleriyle etkile\u015fimini daha iyi anlamak i\u00e7in farkl\u0131 sim\u00fclasyon ortamlar\u0131 \u00fczerinde \u00e7al\u0131\u015ft\u0131m.  Bunun i\u00e7in Python kullanarak,  basit bir grid d\u00fcnyas\u0131 olu\u015fturdum.  Ajan\u0131m\u0131n bu d\u00fcnyada gezinmesi,  hedeflere ula\u015fmas\u0131 ve engellerden ka\u00e7\u0131nmas\u0131 gerekiyordu.  Bu s\u00fcre\u00e7te,  farkl\u0131 algoritmalar denedim.  \u00d6rne\u011fin,  en basitinden ba\u015flayarak, rastgele hareket etme algoritmas\u0131n\u0131 test ettim.  Sonras\u0131nda ise,  daha geli\u015fmi\u015f algoritmalar olan A* arama algoritmas\u0131 ve Q-\u00f6\u011frenme \u00fczerinde \u00e7al\u0131\u015ft\u0131m.<\/p>\n<p>\u015eunu fark ettim ki,  Q-\u00f6\u011frenmenin uygulanmas\u0131 beklenmedik zorluklar getirdi.  \u00d6d\u00fcl fonksiyonunun do\u011fru tasarlanmas\u0131,  \u00f6\u011frenme h\u0131z\u0131n\u0131n ayarlanmas\u0131 ve ke\u015fif-s\u00f6m\u00fcrme dengesinin kurulmas\u0131  \u00f6nemli bir rol oynuyor.  Bu a\u015famada,  bolca hata ay\u0131klama yapt\u0131m ve kodumu defalarca g\u00f6zden ge\u00e7irdim.  Hatta,  baz\u0131 noktalarda  \u00e7\u00f6z\u00fcm bulmakta olduk\u00e7a zorland\u0131m.  Neyse ki,  \u00e7\u00f6z\u00fcmler bulmak i\u00e7in  \u00e7e\u015fitli online kaynaklardan yararland\u0131m.  \u00d6zellikle,  Stack Overflow benim i\u00e7in b\u00fcy\u00fck bir yard\u0131m oldu.  Ayr\u0131ca,  konuyla ilgili  bir\u00e7ok ara\u015ft\u0131rma makalesini inceleyerek,  daha iyi bir anlay\u0131\u015f geli\u015ftirdim.<\/p>\n<p>Bu s\u00fcre\u00e7te,  yapay zeka ajanlar\u0131n\u0131n  geli\u015ftirmenin ne kadar incelikli ve zaman al\u0131c\u0131 bir i\u015f oldu\u011funu bir kez daha anlad\u0131m.  Ancak,  bu zorluklar beni korkutmak yerine motive ediyor.  \u00c7\u00fcnk\u00fc,  her bir sorunun \u00fcstesinden geldik\u00e7e,  yapay zeka alan\u0131nda kendimi daha da geli\u015ftirdi\u011fimi hissediyorum.  Bu konuda derinlemesine bilgi edinmek i\u00e7in,  sizlerin de  bu alana ilgi duyman\u0131z ve  ara\u015ft\u0131rma yapman\u0131z olduk\u00e7a \u00f6nemli.  Daha fazla bilgi edinmek i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.<\/p>\n<p>Gelecek g\u00fcnlerde,  daha karma\u015f\u0131k senaryolar \u00fczerinde \u00e7al\u0131\u015fmay\u0131 ve ajanlar\u0131m\u0131n \u00f6\u011frenme yeteneklerini geli\u015ftirmeyi planl\u0131yorum.  \u00d6rne\u011fin,  birbirleriyle etkile\u015fime girebilen \u00e7oklu ajan sistemleri \u00fczerinde \u00e7al\u0131\u015fmak istiyorum.  Ayr\u0131ca,  derin \u00f6\u011frenme tekniklerini de  yapay zeka ajanlar\u0131m\u0131n \u00f6\u011frenme s\u00fcre\u00e7lerine entegre etmeyi hedefliyorum.  Bu yolculukta,  kar\u015f\u0131la\u015faca\u011f\u0131m yeni zorluklar\u0131 ve elde edece\u011fim yeni ba\u015far\u0131lar\u0131  sizlerle payla\u015fmaya devam edece\u011fim.<\/p>\n<p>Sonu\u00e7 olarak, yapay zeka ajanlar\u0131n\u0131n  geli\u015ftirilmesi,  hem heyecan verici hem de olduk\u00e7a zorlu bir s\u00fcre\u00e7.  Ancak,  bu zorluklar  \u00f6\u011frenmeyi ve b\u00fcy\u00fcmeyi te\u015fvik ediyor.  Benim gibi bu alana merak duyan herkes i\u00e7in,  sab\u0131r,  azim ve s\u00fcrekli \u00f6\u011frenme  \u00e7ok \u00f6nemli.<\/p>\n<pre><code>\n# \u00d6rnek Python kodu (Q-\u00f6\u011frenme)\nimport numpy as np\n\n# ... (Q-tablosu, \u00f6d\u00fcl fonksiyonu, vb.) ...\n\nfor episode in range(num_episodes):\n    state = environment.reset()\n    for step in range(max_steps):\n        action = agent.choose_action(state)\n        next_state, reward, done = environment.step(action)\n        agent.learn(state, action, reward, next_state)\n        state = next_state\n        if done:\n            break\n<\/code><\/pre>\n<h3>#Etiketler<\/h3>\n<p>#YapayZeka #AIAjanlar\u0131 #Makine\u00d6\u011frenmesi #Derin\u00d6\u011frenme #Python #Programlama #Q\u00d6\u011frenme #A*AramaAlgoritmas\u0131 #YapayZekaGeli\u015ftirme #FatihSoysal<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Yapay Zeka Ajanlar\u0131na Derin Dal\u0131\u015f: 2. G\u00fcn \u0130\u015fte ikinci g\u00fcn\u00fcn heyecan verici maceras\u0131! D\u00fcn, yapay zeka ajanlar\u0131n\u0131n temel&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-22479","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Yapay Zeka Ajanlar\u0131na Derin Dal\u0131\u015f: 2. G\u00fcn<\/title>\n<meta name=\"description\" content=\"\u0130\u015fte ikinci g\u00fcn\u00fcn heyecan verici maceras\u0131! D\u00fcn, yapay zeka ajanlar\u0131n\u0131n temel prensiplerini ele alm\u0131\u015ft\u0131m. Bug\u00fcn ise, daha derinlere inerek, \u00f6zellikle karar verme mekanizmalar\u0131 ve \u00f6\u011frenme s\u00fcre\u00e7leri \u00fczerinde yo\u011funla\u015ft\u0131m. A\u00e7\u0131k\u00e7as\u0131, beklentilerimin \u00e7ok \u00f6tesinde bir karma\u015f\u0131kl\u0131kla kar\u015f\u0131la\u015ft\u0131m. Ancak, bu zorluklar beni daha da motive etti. \u00d6\u011frendiklerim ve kar\u015f\u0131la\u015ft\u0131\u011f\u0131m sorunlar hakk\u0131nda sizlerle payla\u015fmak istiyorum.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-ajanlarina-derin-dalis-2-gun\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka Ajanlar\u0131na Derin Dal\u0131\u015f: 2. G\u00fcn\" \/>\n<meta property=\"og:description\" content=\"\u0130\u015fte ikinci g\u00fcn\u00fcn heyecan verici maceras\u0131! D\u00fcn, yapay zeka ajanlar\u0131n\u0131n temel prensiplerini ele alm\u0131\u015ft\u0131m. Bug\u00fcn ise, daha derinlere inerek, \u00f6zellikle karar verme mekanizmalar\u0131 ve \u00f6\u011frenme s\u00fcre\u00e7leri \u00fczerinde yo\u011funla\u015ft\u0131m. A\u00e7\u0131k\u00e7as\u0131, beklentilerimin \u00e7ok \u00f6tesinde bir karma\u015f\u0131kl\u0131kla kar\u015f\u0131la\u015ft\u0131m. Ancak, bu zorluklar beni daha da motive etti. \u00d6\u011frendiklerim ve kar\u015f\u0131la\u015ft\u0131\u011f\u0131m sorunlar hakk\u0131nda sizlerle payla\u015fmak istiyorum.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-ajanlarina-derin-dalis-2-gun\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-29T05:15:15+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-ajanlarina-derin-dalis-2-gun\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-ajanlarina-derin-dalis-2-gun\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Yapay Zeka Ajanlar\u0131na Derin Dal\u0131\u015f: 2. 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