[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"blog-category-yapay-zek-ve-veri-bilimi":3},{"dataList":4,"heading":302,"dataCount":305,"metaData":306,"schema":352},["Reactive",5],[6,26,38,50,62,74,86,98,110,122,134,146,158,170,182,194,206,218,230,242,254,266,278,290],{"id":7,"title":8,"summary":9,"slug":10,"createdAt":11,"updatedAt":11,"blog_categories":12,"authors":16,"image":21,"thumb":22,"image_webp":23,"thumb_webp":24,"rating":25},35648,"Veri Bilimi ve Yapay Zekâ Arasındaki Ana Terimler: Yönetici Özeti","Bu makale, yöneticiler için Yapay Zekâ ve Veri Bilimi arasındaki temel kavramları, en sık kullanılan terimleri ve projelerde dikkat edilmesi gereken veri hazırlama ve veri yönetimi ilkelerini özetler.","/blog/yapay-zek-ve-veri-bilimi/veri-bilimi-ve-yapay-zek-arasindaki-ana-terimler-yonetici-ozeti","2026-05-17T13:10:16.000Z",{"id":13,"title":14,"slug":15},638,"Yapay Zekâ ve Veri Bilimi","yapay-zek-ve-veri-bilimi",{"id":17,"name":18,"nickname":19,"slug":20},161,"Serkan Korkut","TechSage","serkan-korkut","9455b62a8d522610e47a5940d4411ee0.jpg","9455b62a8d522610e47a5940d4411ee0_thumb.jpg","9455b62a8d522610e47a5940d4411ee0.webp","9455b62a8d522610e47a5940d4411ee0_thumb.webp",null,{"id":27,"title":28,"summary":29,"slug":30,"createdAt":31,"updatedAt":31,"blog_categories":32,"authors":33,"image":34,"thumb":35,"image_webp":36,"thumb_webp":37,"rating":25},29440,"Veri hazırlama ve özellik mühendisliği: Adımlar, terimler ve en iyi uygulamalar","Bu rehber, Yapay Zekâ ve Veri Bilimi projelerinde veri hazırlama ve özellik mühendisliğinin temel adımlarını, sık kullanılan terimleri ve uygulanabilir en iyi uygulamaları pratik örnekler ve kontrol listeleriyle açıklar.","/blog/yapay-zek-ve-veri-bilimi/veri-hazirlama-ve-ozellik-muhendisligi-adimlar-terimler-ve-en-iyi-uygulamalar","2026-04-20T19:11:32.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"eb962ec3ba7f0377e254e6d83d5612de.jpg","eb962ec3ba7f0377e254e6d83d5612de_thumb.jpg","eb962ec3ba7f0377e254e6d83d5612de.webp","eb962ec3ba7f0377e254e6d83d5612de_thumb.webp",{"id":39,"title":40,"summary":41,"slug":42,"createdAt":43,"updatedAt":43,"blog_categories":44,"authors":45,"image":46,"thumb":47,"image_webp":48,"thumb_webp":49,"rating":25},28133,"Veri Bilimi Terimleri: Özellik Mühendisliği, Veri Kalitesi ve ETL Süreçleri","Bu makale, yapay zekâ ve veri bilimi projelerinde özellik mühendisliğinin rolünü, veri kalitesinin önemini ve ETL süreçlerinin nasıl tasarlanıp yürütüleceğini pratik örnekler ve kontrol listeleriyle açıklar.","/blog/yapay-zek-ve-veri-bilimi/veri-bilimi-terimleri-ozellik-muhendisligi-veri-kalitesi-ve-etl-surecleri","2026-04-14T17:46:17.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"9742767740ba3d6ff176d9f67296efb4.jpg","9742767740ba3d6ff176d9f67296efb4_thumb.jpg","9742767740ba3d6ff176d9f67296efb4.webp","9742767740ba3d6ff176d9f67296efb4_thumb.webp",{"id":51,"title":52,"summary":53,"slug":54,"createdAt":55,"updatedAt":55,"blog_categories":56,"authors":57,"image":58,"thumb":59,"image_webp":60,"thumb_webp":61,"rating":25},26998,"Yapay Zekâ ile Veri Bilimi Arasındaki Farklar: Karar Vericiler İçin Kılavuz","Bu rehber, karar vericilere Yapay Zekâ ve Veri Bilimi arasındaki temel farkları, süreçleri (ETL, feature engineering, model deploy) ve hangi durumda hangisinin önceliklendirilmesi gerektiğini uygulamalı örneklerle açıklar.","/blog/yapay-zek-ve-veri-bilimi/yapay-zek-ile-veri-bilimi-arasindaki-farklar-karar-vericiler-icin-kilavuz","2026-04-11T17:01:18.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"8dbd0f5a5d78cf7b58b8c2634c7f3268.jpg","8dbd0f5a5d78cf7b58b8c2634c7f3268_thumb.jpg","8dbd0f5a5d78cf7b58b8c2634c7f3268.webp","8dbd0f5a5d78cf7b58b8c2634c7f3268_thumb.webp",{"id":63,"title":64,"summary":65,"slug":66,"createdAt":67,"updatedAt":67,"blog_categories":68,"authors":69,"image":70,"thumb":71,"image_webp":72,"thumb_webp":73,"rating":25},26863,"Yapay Zekâ ve Veri Bilimi: Veri Hazırlama, Özellik Mühendisliği ve Kalite","Bu makale, yapay zekâ ve veri bilimi projelerinde veri hazırlama, özellik mühendisliği ve veri kalitesine odaklanır. Adım adım uygulamalar, kontrol listeleri ve izleme önerileri sunar.","/blog/yapay-zek-ve-veri-bilimi/yapay-zek-ve-veri-bilimi-veri-hazirlama-ozellik-muhendisligi-ve-kalite","2026-04-11T12:34:12.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"cafbf7119b74af9fb4c78bbf1e2665c9.jpg","cafbf7119b74af9fb4c78bbf1e2665c9_thumb.jpg","cafbf7119b74af9fb4c78bbf1e2665c9.webp","cafbf7119b74af9fb4c78bbf1e2665c9_thumb.webp",{"id":75,"title":76,"summary":77,"slug":78,"createdAt":79,"updatedAt":79,"blog_categories":80,"authors":81,"image":82,"thumb":83,"image_webp":84,"thumb_webp":85,"rating":25},24848,"Yapay Zekâ ve Veri Bilimi: Veri Hazırlama, Temel Terimler ve İş Akışları","Bu rehber, yapay zekâ ve veri bilimi arasındaki ilişkiyi açıklıyor; veri hazırlama, feature engineering, ETL, veri kalitesi ve etiketleme süreçlerini pratik örnekler ve kontrol listeleriyle anlatıyor.","/blog/yapay-zek-ve-veri-bilimi/yapay-zek-ve-veri-bilimi-veri-hazirlama-temel-terimler-ve-is-akislari","2026-04-06T09:00:06.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"10cfbf93ce14c42f65233debb5da507f.jpg","10cfbf93ce14c42f65233debb5da507f_thumb.jpg","10cfbf93ce14c42f65233debb5da507f.webp","10cfbf93ce14c42f65233debb5da507f_thumb.webp",{"id":87,"title":88,"summary":89,"slug":90,"createdAt":91,"updatedAt":91,"blog_categories":92,"authors":93,"image":94,"thumb":95,"image_webp":96,"thumb_webp":97,"rating":25},24731,"Yapay Zekâ ve Veri Bilimi: Veri Hazırlama ve Özellik Mühendisliği","Veri hazırlama ve özellik mühendisliği, yapay zekâ ve veri bilimi projelerinde model başarısı için temel aşamalardır. Bu rehber, temizleme ve özellik çıkarma için adım adım yaklaşımlar, kontrol listeleri ve yararlı kaynaklar sunar.","/blog/yapay-zek-ve-veri-bilimi/yapay-zek-ve-veri-bilimi-veri-hazirlama-ve-ozellik-muhendisligi","2026-04-05T16:18:26.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"3a435b2cb21894ab6928995104868873.jpg","3a435b2cb21894ab6928995104868873_thumb.jpg","3a435b2cb21894ab6928995104868873.webp","3a435b2cb21894ab6928995104868873_thumb.webp",{"id":99,"title":100,"summary":101,"slug":102,"createdAt":103,"updatedAt":103,"blog_categories":104,"authors":105,"image":106,"thumb":107,"image_webp":108,"thumb_webp":109,"rating":25},22699,"Yapay Zekâ ve Veri Bilimi Örnekleri: İlişki, Uygulama ve Açıklamalar","Bu makalede \u003Cstrong>yapay zekâ\u003C/strong> ve \u003Cstrong>veri bilimi\u003C/strong> arasındaki ilişki detaylı şekilde ele alınmakta; önemli terimler ve \u003Cstrong>uygulama örnekleri\u003C/strong> ile birlikte kapsamlı \u003Cstrong>açıklamalar\u003C/strong> sunulmaktadır.","/blog/yapay-zek-ve-veri-bilimi/yapay-zek-ve-veri-bilimi-ornekleri-iliski-uygulama-ve-aciklamalar","2026-03-19T15:54:07.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"d3568afb87fa4c7c3d0a1955f5771be9.jpg","d3568afb87fa4c7c3d0a1955f5771be9_thumb.jpg","d3568afb87fa4c7c3d0a1955f5771be9.webp","d3568afb87fa4c7c3d0a1955f5771be9_thumb.webp",{"id":111,"title":112,"summary":113,"slug":114,"createdAt":115,"updatedAt":115,"blog_categories":116,"authors":117,"image":118,"thumb":119,"image_webp":120,"thumb_webp":121,"rating":25},22541,"Veri Biliminde Kritik Terimler: Tanımlar ve Örneklerle Açıklamalar","Bu makalede, \u003Cstrong>veri bilimi\u003C/strong> alanında sıkça karşılaşılan önemli \u003Cstrong>terimler\u003C/strong> detaylı \u003Cstrong>tanımlar\u003C/strong> ve açıklayıcı \u003Cstrong>örnekler\u003C/strong> ile ele alınmaktadır. Yapay zekâ ile olan ilişkisi de net şekilde ortaya konmaktadır.","/blog/yapay-zek-ve-veri-bilimi/veri-biliminde-kritik-terimler-tanimlar-ve-orneklerle-aciklamalar","2026-03-18T10:43:17.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"85a990ed8e9caf8dd8fa46300fdbfc24.jpg","85a990ed8e9caf8dd8fa46300fdbfc24_thumb.jpg","85a990ed8e9caf8dd8fa46300fdbfc24.webp","85a990ed8e9caf8dd8fa46300fdbfc24_thumb.webp",{"id":123,"title":124,"summary":125,"slug":126,"createdAt":127,"updatedAt":127,"blog_categories":128,"authors":129,"image":130,"thumb":131,"image_webp":132,"thumb_webp":133,"rating":25},22166,"Veri Kalitesi, Etiketleme ve Veri Yönetimi Terimleri: Yapay Zeka ve Veri Bilimi","Bu rehber, yapay zeka ve veri bilimi projelerinde sık geçen veri kalitesi, etiketleme (annotation) ve veri yönetimi terimlerini anlaşılır bir çerçevede toplar; ekiplerin ortak dil kurmasına, veri hattını (data pipeline) yönetmesine ve ölçülebilir kalite süreçleri oluşturmasına yardımcı olur.","/blog/yapay-zek-ve-veri-bilimi/veri-kalitesi-etiketleme-ve-veri-yonetimi-terimleri-yapay-zeka-ve-veri-bilimi","2026-03-15T10:30:13.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"1d31660a1d31c36c0cbd0bf93d0aa2e5.jpg","1d31660a1d31c36c0cbd0bf93d0aa2e5_thumb.jpg","1d31660a1d31c36c0cbd0bf93d0aa2e5.webp","1d31660a1d31c36c0cbd0bf93d0aa2e5_thumb.webp",{"id":135,"title":136,"summary":137,"slug":138,"createdAt":139,"updatedAt":139,"blog_categories":140,"authors":141,"image":142,"thumb":143,"image_webp":144,"thumb_webp":145,"rating":25},19340,"Yapay Zekâ ve Veri Bilimi Bağlantısı: Temel Kavramlar ve İlişki","Bu makalede \u003Cstrong>yapay zekâ\u003C/strong> ve \u003Cstrong>veri bilimi\u003C/strong> arasındaki \u003Cstrong>ilişki\u003C/strong> detaylı olarak incelenmekte ve bu alanların temel kavramları net bir şekilde açıklanmaktadır.","/blog/yapay-zek-ve-veri-bilimi/yapay-zek-ve-veri-bilimi-baglantisi-temel-kavramlar-ve-iliski","2026-02-18T06:01:35.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"e21f5e3a132356d3a966f28cb7d31311.jpg","e21f5e3a132356d3a966f28cb7d31311_thumb.jpg","e21f5e3a132356d3a966f28cb7d31311.webp","e21f5e3a132356d3a966f28cb7d31311_thumb.webp",{"id":147,"title":148,"summary":149,"slug":150,"createdAt":151,"updatedAt":151,"blog_categories":152,"authors":153,"image":154,"thumb":155,"image_webp":156,"thumb_webp":157,"rating":25},19278,"Önemli Veri Terimleri Açıklaması: Yapay Zekâ ve Veri Bilimi Arasındaki Temel Kav","Bu makalede, \u003Cstrong>veri terimleri\u003C/strong> ve \u003Cstrong>tanımlar\u003C/strong> üzerinden \u003Cstrong>yapay zekâ\u003C/strong> ve \u003Cstrong>veri bilimi\u003C/strong> arasındaki ilişki detaylı şekilde açıklanmaktadır.","/blog/yapay-zek-ve-veri-bilimi/onemli-veri-terimleri-aciklamasi-yapay-zek-ve-veri-bilimi-arasindaki-temel-kav","2026-02-17T09:31:45.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"60986d106c170ce5722305b344dc8520.jpg","60986d106c170ce5722305b344dc8520_thumb.jpg","60986d106c170ce5722305b344dc8520.webp","60986d106c170ce5722305b344dc8520_thumb.webp",{"id":159,"title":160,"summary":161,"slug":162,"createdAt":163,"updatedAt":163,"blog_categories":164,"authors":165,"image":166,"thumb":167,"image_webp":168,"thumb_webp":169,"rating":25},19225,"Veri Biliminde Yapay Zekânın Rolü: Temel Kavramlar ve Uygulamalar","Bu makalede \u003Cstrong>yapay zekâ\u003C/strong> ve \u003Cstrong>veri bilimi\u003C/strong> arasındaki ilişki detaylı şekilde incelenmekte, önemli \u003Cstrong>temel kavramlar\u003C/strong> açıklanmakta ve bu alanlardaki güncel \u003Cstrong>uygulamalar\u003C/strong> ele alınmaktadır.","/blog/yapay-zek-ve-veri-bilimi/veri-biliminde-yapay-zeknin-rolu-temel-kavramlar-ve-uygulamalar","2026-02-16T13:48:53.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"c1438dcd4b0bca8f8d86dc9d02003865.jpg","c1438dcd4b0bca8f8d86dc9d02003865_thumb.jpg","c1438dcd4b0bca8f8d86dc9d02003865.webp","c1438dcd4b0bca8f8d86dc9d02003865_thumb.webp",{"id":171,"title":172,"summary":173,"slug":174,"createdAt":175,"updatedAt":175,"blog_categories":176,"authors":177,"image":178,"thumb":179,"image_webp":180,"thumb_webp":181,"rating":25},18629,"Yapay Zekâ Veride Nasıl Etki Yaratır? Veri Bilimi ve Analizle Devrim","Yapay zekâ ve veri bilimi ilişkisinin derinlemesine incelendiği bu yazıda, yapay zekânın veri üzerindeki etkisi, veri analizi süreçleri ve önemli veri terimleri detaylı şekilde açıklanmaktadır.","/blog/yapay-zek-ve-veri-bilimi/yapay-zek-veride-nasil-etki-yaratir-veri-bilimi-ve-analizle-devrim","2026-02-06T08:52:51.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"1edb7bc99bc4b7e23adf92c9c969f78c.jpg","1edb7bc99bc4b7e23adf92c9c969f78c_thumb.jpg","1edb7bc99bc4b7e23adf92c9c969f78c.webp","1edb7bc99bc4b7e23adf92c9c969f78c_thumb.webp",{"id":183,"title":184,"summary":185,"slug":186,"createdAt":187,"updatedAt":187,"blog_categories":188,"authors":189,"image":190,"thumb":191,"image_webp":192,"thumb_webp":193,"rating":25},18628,"Veri Biliminde Temel Terimler ve Yapay Zekâ İlişkisi","Bu makalede \u003Cstrong>veri bilimi\u003C/strong> alanındaki \u003Cstrong>temel kavramlar\u003C/strong> ve \u003Cstrong>terimler\u003C/strong> detaylı şekilde açıklanarak, \u003Cstrong>yapay zekâ\u003C/strong> ile olan ilişkisi ele alınmaktadır. Veri biliminin yapay zekâ dünyasındaki önemi ve temel bileşenleri anlaşılır biçimde sunulmaktadır.","/blog/yapay-zek-ve-veri-bilimi/veri-biliminde-temel-terimler-ve-yapay-zek-iliskisi","2026-02-05T17:14:25.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"d6586b0a14974b46f8e4d8d44f26cb1b.jpg","d6586b0a14974b46f8e4d8d44f26cb1b_thumb.jpg","d6586b0a14974b46f8e4d8d44f26cb1b.webp","d6586b0a14974b46f8e4d8d44f26cb1b_thumb.webp",{"id":195,"title":196,"summary":197,"slug":198,"createdAt":199,"updatedAt":199,"blog_categories":200,"authors":201,"image":202,"thumb":203,"image_webp":204,"thumb_webp":205,"rating":25},18627,"Yapay Zekâ ve Veri Biliminin Kesişimi: Temel Kavramlar ve İlişki","Bu makalede, \u003Cstrong>yapay zekâ\u003C/strong> ve \u003Cstrong>veri bilimi\u003C/strong> alanlarının \u003Cstrong>kesişim\u003C/strong> noktaları, aralarındaki \u003Cstrong>ilişki\u003C/strong> ve bu disiplinlerde kullanılan \u003Cstrong>temel kavramlar\u003C/strong> detaylı şekilde ele alınmaktadır.","/blog/yapay-zek-ve-veri-bilimi/yapay-zek-ve-veri-biliminin-kesisimi-temel-kavramlar-ve-iliski","2026-02-04T20:08:06.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"b4db5d83a4d5ffe3e127d456482f2e9f.jpg","b4db5d83a4d5ffe3e127d456482f2e9f_thumb.jpg","b4db5d83a4d5ffe3e127d456482f2e9f.webp","b4db5d83a4d5ffe3e127d456482f2e9f_thumb.webp",{"id":207,"title":208,"summary":209,"slug":210,"createdAt":211,"updatedAt":211,"blog_categories":212,"authors":213,"image":214,"thumb":215,"image_webp":216,"thumb_webp":217,"rating":25},11761,"Yapay Zekâ Modellerinde Veri Kalitesi ve Model Hassasiyetinin Önemi","Yapay zekâ modellerinin başarısı, kullanılan verilerin kalitesi ve model hassasiyetine bağlıdır. Bu yazıda, yapay zekâ ve veri bilimi arasındaki ilişkiyi, önemli veri kalitesi ölçütlerini ve model hassasiyetini artırma stratejilerini ele alıyoruz.","/blog/yapay-zek-ve-veri-bilimi/yapay-zek-modellerinde-veri-kalitesi-ve-model-hassasiyetinin-onemi","2025-10-19T23:07:41.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"1f6dcdc4968f7d06b273e4d3971354b0.jpg","1f6dcdc4968f7d06b273e4d3971354b0_thumb.jpg","1f6dcdc4968f7d06b273e4d3971354b0.webp","1f6dcdc4968f7d06b273e4d3971354b0_thumb.webp",{"id":219,"title":220,"summary":221,"slug":222,"createdAt":223,"updatedAt":223,"blog_categories":224,"authors":225,"image":226,"thumb":227,"image_webp":228,"thumb_webp":229,"rating":25},11640,"Veri Bilimi Projelerinde Başarı Anahtarları ve Yapay Zekâ ile İlişkisi","Veri bilimi projelerinde başarıyı getiren anahtar faktörler, yapay zekâ ile olan güçlü bağları ve önemli veri terimlerinin net anlaşılmasıyla ortaya çıkar. Bu makalede, 2026 yılı perspektifiyle veri bilimi projelerinin başarısını etkileyen temel unsurlar detaylı şekilde incelenmektedir.","/blog/yapay-zek-ve-veri-bilimi/veri-bilimi-projelerinde-basari-anahtarlari-ve-yapay-zek-ile-iliskisi","2025-10-15T19:23:09.000Z",{"id":13,"title":14,"slug":15},{"id":17,"name":18,"nickname":19,"slug":20},"59a99db21f37ccc9e8d1e2fafb6e4958.jpg","59a99db21f37ccc9e8d1e2fafb6e4958_thumb.jpg","59a99db21f37ccc9e8d1e2fafb6e4958.webp","59a99db21f37ccc9e8d1e2fafb6e4958_thumb.webp",{"id":231,"title":232,"summary":233,"slug":234,"createdAt":235,"updatedAt":235,"blog_categories":236,"authors":237,"image":238,"thumb":239,"image_webp":240,"thumb_webp":241,"rating":25},11524,"Yapay Zekâda Veri Ön İşleme Teknikleri: Başarılı Modeller İçin Temel Adımlar","Yapay zekâ uygulamalarında veri ön işleme, model başarısını artıran kritik bir aşamadır. 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