AWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma<\/title>\n<meta name=\"description\" content=\"Yapay zeka (AI) ve makine \u00f6\u011frenmesi (ML) uygulamalar\u0131 h\u0131zla geli\u015firken, verilerin nas\u0131l depolanaca\u011f\u0131 ve eri\u015filece\u011fi b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle, g\u00f6r\u00fcnt\u00fc, ses ve metin gibi karma\u015f\u0131k verilerin etkili bir \u015fekilde y\u00f6netimi i\u00e7in vekt\u00f6r veritabanlar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, Amazon Web Services (AWS) ekosistemini kullanarak \u00f6l\u00e7eklenebilir bir vekt\u00f6r veritaban\u0131 olu\u015fturma s\u00fcrecini ad\u0131m ad\u0131m ele alaca\u011f\u0131z. \u00d6ncelikle, vekt\u00f6r veritabanlar\u0131n\u0131n ne i\u015fe yarad\u0131\u011f\u0131n\u0131 ve neden AI i\u00e7in \u00f6nemli oldu\u011funu a\u00e7\u0131klayal\u0131m.\" \/>\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\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma\" \/>\n<meta property=\"og:description\" content=\"Yapay zeka (AI) ve makine \u00f6\u011frenmesi (ML) uygulamalar\u0131 h\u0131zla geli\u015firken, verilerin nas\u0131l depolanaca\u011f\u0131 ve eri\u015filece\u011fi b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle, g\u00f6r\u00fcnt\u00fc, ses ve metin gibi karma\u015f\u0131k verilerin etkili bir \u015fekilde y\u00f6netimi i\u00e7in vekt\u00f6r veritabanlar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, Amazon Web Services (AWS) ekosistemini kullanarak \u00f6l\u00e7eklenebilir bir vekt\u00f6r veritaban\u0131 olu\u015fturma s\u00fcrecini ad\u0131m ad\u0131m ele alaca\u011f\u0131z. \u00d6ncelikle, vekt\u00f6r veritabanlar\u0131n\u0131n ne i\u015fe yarad\u0131\u011f\u0131n\u0131 ve neden AI i\u00e7in \u00f6nemli oldu\u011funu a\u00e7\u0131klayal\u0131m.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-08T18:30:17+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=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"AWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma\",\"datePublished\":\"2025-03-08T18:30:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\"},\"wordCount\":697,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\",\"name\":\"AWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-08T18:30:17+00:00\",\"description\":\"Yapay zeka (AI) ve makine \u00f6\u011frenmesi (ML) uygulamalar\u0131 h\u0131zla geli\u015firken, verilerin nas\u0131l depolanaca\u011f\u0131 ve eri\u015filece\u011fi b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle, g\u00f6r\u00fcnt\u00fc, ses ve metin gibi karma\u015f\u0131k verilerin etkili bir \u015fekilde y\u00f6netimi i\u00e7in vekt\u00f6r veritabanlar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. 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<\/p>\n

AWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma<\/p>\n

Yapay zeka (AI) ve makine \u00f6\u011frenmesi (ML) uygulamalar\u0131 h\u0131zla geli\u015firken, verilerin nas\u0131l depolanaca\u011f\u0131 ve eri\u015filece\u011fi b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle, g\u00f6r\u00fcnt\u00fc, ses ve metin gibi karma\u015f\u0131k verilerin etkili bir \u015fekilde y\u00f6netimi i\u00e7in vekt\u00f6r veritabanlar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, Amazon Web Services (AWS) ekosistemini kullanarak \u00f6l\u00e7eklenebilir bir vekt\u00f6r veritaban\u0131 olu\u015fturma s\u00fcrecini ad\u0131m ad\u0131m ele alaca\u011f\u0131z. \u00d6ncelikle, vekt\u00f6r veritabanlar\u0131n\u0131n ne i\u015fe yarad\u0131\u011f\u0131n\u0131 ve neden AI i\u00e7in \u00f6nemli oldu\u011funu a\u00e7\u0131klayal\u0131m.<\/p>\n

Vekt\u00f6r veritabanlar\u0131, verileri y\u00fcksek boyutlu vekt\u00f6rler olarak depolar ve benzerlik aramalar\u0131n\u0131 h\u0131zland\u0131ran \u00f6zel indeksleme teknikleri kullan\u0131r. Bu, benzer resimleri bulmak, metinleri anlam\u0131na g\u00f6re grupland\u0131rmak veya m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz etmek gibi bir\u00e7ok AI uygulamas\u0131 i\u00e7in ideal bir \u00e7\u00f6z\u00fcmd\u00fcr. Sonu\u00e7 olarak, AWS’nin sundu\u011fu \u00e7e\u015fitli hizmetler, bu t\u00fcr veritabanlar\u0131n\u0131 olu\u015fturmay\u0131 ve y\u00f6netmeyi olduk\u00e7a kolayla\u015ft\u0131rmaktad\u0131r.<\/p>\n

AWS \u00dczerinde Vekt\u00f6r Veritaban\u0131 Se\u00e7imi<\/h2>\n

AWS, farkl\u0131 ihtiya\u00e7lara g\u00f6re \u00e7e\u015fitli vekt\u00f6r veritaban\u0131 \u00e7\u00f6z\u00fcmleri sunar. Bunlardan baz\u0131lar\u0131 \u015funlard\u0131r:<\/p>\n

Amazon OpenSearch Service:<\/strong> Esnek ve \u00f6l\u00e7eklenebilir bir arama hizmetidir. Vekt\u00f6r benzerlik aramalar\u0131n\u0131 destekleyen eklentiler ile kullan\u0131labilir. Ancak, b\u00fcy\u00fck veri k\u00fcmeleri i\u00e7in performans optimizasyonuna dikkat etmek \u00f6nemlidir.<\/li>\n
Pinecone:<\/strong> Y\u00fcksek performansl\u0131, y\u00f6netilen bir vekt\u00f6r veritaban\u0131 hizmetidir. Kolay entegrasyonu ve y\u00fcksek \u00f6l\u00e7eklenebilirli\u011fi ile bilinir. \u00d6zellikle, rekomandasyon sistemleri ve benzerlik arama gerektiren uygulamalar i\u00e7in idealdir.<\/li>\n

Weaviate:<\/strong> A\u00e7\u0131k kaynakl\u0131 bir vekt\u00f6r veritaban\u0131d\u0131r. Esnekli\u011fi ve \u00f6zelle\u015ftirme olanaklar\u0131 sayesinde geni\u015f bir yelpazede kullan\u0131labilir. Ancak, y\u00f6netim ve \u00f6l\u00e7eklendirme sorumlulu\u011fu kullan\u0131c\u0131ndad\u0131r.<\/li>\n<\/ul>\n
Hangi veritaban\u0131n\u0131 se\u00e7ece\u011finiz, projenizin \u00f6l\u00e7e\u011fi, performans gereksinimleri ve b\u00fct\u00e7eniz gibi fakt\u00f6rlere ba\u011fl\u0131d\u0131r. \u00d6rne\u011fin, k\u00fc\u00e7\u00fck bir proje i\u00e7in Weaviate yeterli olabilirken, b\u00fcy\u00fck bir e-ticaret sitesi i\u00e7in Pinecone daha uygun olabilir.<\/p>\n
Vekt\u00f6r Veritaban\u0131 Olu\u015fturma S\u00fcreci (Pinecone \u00d6rne\u011fi)<\/h2>\n
Bu b\u00f6l\u00fcmde, Pinecone kullanarak bir vekt\u00f6r veritaban\u0131 olu\u015fturma s\u00fcrecini g\u00f6sterece\u011fiz. \u00d6ncelikle, bir Pinecone hesab\u0131 olu\u015fturman\u0131z ve AWS hesab\u0131n\u0131zla entegre etmeniz gerekecektir. Ard\u0131ndan, a\u015fa\u011f\u0131daki ad\u0131mlar\u0131 izleyebilirsiniz:<\/p>\n
\n
Yeni bir Pinecone index olu\u015fturun:<\/strong> Index, vekt\u00f6r verilerinizi depolayaca\u011f\u0131n\u0131z konteynerdir. Index olu\u015ftururken, boyut, mesafe metri\u011fi (\u00f6rne\u011fin, cosine benzerlik) ve indeksleme t\u00fcr\u00fc gibi parametreleri belirtmeniz gerekecektir.<\/li>\n
Verileri \u00f6n i\u015fleyin:<\/strong> Verilerinizi vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcrmeniz gerekecektir. Bu i\u015flem, metin i\u00e7in Word2Vec veya BERT gibi modeller, g\u00f6r\u00fcnt\u00fcler i\u00e7in ise ResNet veya EfficientNet gibi modeller kullan\u0131larak yap\u0131labilir. Bu i\u015flem, verilerin do\u011frulu\u011fu ve verimlili\u011fi a\u00e7\u0131s\u0131ndan son derece \u00f6nemlidir.<\/li>\n
Verileri Pinecone’a y\u00fckleyin:<\/strong> \u0130\u015flenmi\u015f verilerinizi Pinecone index’inize y\u00fckleyebilirsiniz. Bunun i\u00e7in, Pinecone SDK’s\u0131n\u0131 kullanabilirsiniz. A\u015fa\u011f\u0131daki kod \u00f6rne\u011fi, Python kullanarak verileri y\u00fcklemeyi g\u00f6stermektedir:<\/li>\n<\/ol>\n
\nimport pinecone\n\n# Pinecone ba\u011flant\u0131s\u0131n\u0131 kurun\nindex = pinecone.Index(\"my-index\")\n\n# Vekt\u00f6r verilerini y\u00fckleyin\nvectors = [\n (1, [0.1, 0.2, 0.3]),\n (2, [0.4, 0.5, 0.6]),\n]\nindex.upsert(vectors=vectors)\n<\/code><\/pre>\n\nBenzerlik aramas\u0131 yap\u0131n:<\/strong> Y\u00fckledi\u011finiz veriler \u00fczerinden benzerlik aramalar\u0131 yapabilirsiniz. Pinecone, h\u0131zl\u0131 ve verimli bir \u015fekilde benzer vekt\u00f6rleri bulman\u0131za olanak tan\u0131r.<\/li>\n<\/ol>\nSonu\u00e7<\/h2>\nAWS, yapay zeka uygulamalar\u0131 i\u00e7in \u00f6l\u00e7eklenebilir vekt\u00f6r veritabanlar\u0131 olu\u015fturmay\u0131 kolayla\u015ft\u0131ran \u00e7e\u015fitli hizmetler sunmaktad\u0131r. Do\u011fru veritaban\u0131 se\u00e7imini yaparak ve verileri etkili bir \u015fekilde i\u015fleyerek, performansl\u0131 ve \u00f6l\u00e7eklenebilir AI sistemleri geli\u015ftirebilirsiniz. Bu makalede ele ald\u0131\u011f\u0131m\u0131z bilgiler, bu s\u00fcre\u00e7te size yol g\u00f6sterici olacakt\u0131r. Daha fazla bilgi i\u00e7in fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz. Ayr\u0131ca, Pinecone ve Amazon OpenSearch Service belgelerine de g\u00f6z atabilirsiniz. <\/p>\n Faydal\u0131 bulabilece\u011finiz kaynaklar:<\/p>\n \nAmazon OpenSearch Service<\/a><\/li>\n Pinecone<\/a><\/li>\n Weaviate<\/a><\/li>\n<\/ul>\n#Etiketler: AWS, vekt\u00f6r veritaban\u0131, yapay zeka, makine \u00f6\u011frenmesi, \u00f6l\u00e7eklenebilirlik, Amazon OpenSearch Service, Pinecone, Weaviate, veritaban\u0131 olu\u015fturma, Fatih Soysal, benzerlik arama, y\u00fcksek boyutlu vekt\u00f6rler, verileri \u00f6n i\u015fleme, Python, AWS hizmetleri, AI uygulamalar\u0131<\/p>\n <\/body> \n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"AWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma Yapay zeka (AI) ve makine \u00f6\u011frenmesi (ML) uygulamalar\u0131 h\u0131zla…","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-14608","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nAWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma<\/title>\n<meta name=\"description\" content=\"Yapay zeka (AI) ve makine \u00f6\u011frenmesi (ML) uygulamalar\u0131 h\u0131zla geli\u015firken, verilerin nas\u0131l depolanaca\u011f\u0131 ve eri\u015filece\u011fi b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle, g\u00f6r\u00fcnt\u00fc, ses ve metin gibi karma\u015f\u0131k verilerin etkili bir \u015fekilde y\u00f6netimi i\u00e7in vekt\u00f6r veritabanlar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, Amazon Web Services (AWS) ekosistemini kullanarak \u00f6l\u00e7eklenebilir bir vekt\u00f6r veritaban\u0131 olu\u015fturma s\u00fcrecini ad\u0131m ad\u0131m ele alaca\u011f\u0131z. \u00d6ncelikle, vekt\u00f6r veritabanlar\u0131n\u0131n ne i\u015fe yarad\u0131\u011f\u0131n\u0131 ve neden AI i\u00e7in \u00f6nemli oldu\u011funu a\u00e7\u0131klayal\u0131m.\" \/>\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\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma\" \/>\n<meta property=\"og:description\" content=\"Yapay zeka (AI) ve makine \u00f6\u011frenmesi (ML) uygulamalar\u0131 h\u0131zla geli\u015firken, verilerin nas\u0131l depolanaca\u011f\u0131 ve eri\u015filece\u011fi b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle, g\u00f6r\u00fcnt\u00fc, ses ve metin gibi karma\u015f\u0131k verilerin etkili bir \u015fekilde y\u00f6netimi i\u00e7in vekt\u00f6r veritabanlar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, Amazon Web Services (AWS) ekosistemini kullanarak \u00f6l\u00e7eklenebilir bir vekt\u00f6r veritaban\u0131 olu\u015fturma s\u00fcrecini ad\u0131m ad\u0131m ele alaca\u011f\u0131z. \u00d6ncelikle, vekt\u00f6r veritabanlar\u0131n\u0131n ne i\u015fe yarad\u0131\u011f\u0131n\u0131 ve neden AI i\u00e7in \u00f6nemli oldu\u011funu a\u00e7\u0131klayal\u0131m.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-08T18:30:17+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=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"AWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma\",\"datePublished\":\"2025-03-08T18:30:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\"},\"wordCount\":697,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/aws-ile-olceklenebilir-vektor-veritabani-kullanarak-ai-veritabani-olusturma\/\",\"name\":\"AWS ile \u00d6l\u00e7eklenebilir Vekt\u00f6r Veritaban\u0131 Kullanarak AI Veritaban\u0131 Olu\u015fturma\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-08T18:30:17+00:00\",\"description\":\"Yapay zeka (AI) ve makine \u00f6\u011frenmesi (ML) uygulamalar\u0131 h\u0131zla geli\u015firken, verilerin nas\u0131l depolanaca\u011f\u0131 ve eri\u015filece\u011fi b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle, g\u00f6r\u00fcnt\u00fc, ses ve metin gibi karma\u015f\u0131k verilerin etkili bir \u015fekilde y\u00f6netimi i\u00e7in vekt\u00f6r veritabanlar\u0131na ihtiya\u00e7 duyulmaktad\u0131r. 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