{"id":34793,"date":"2025-04-30T13:53:15","date_gmt":"2025-04-30T10:53:15","guid":{"rendered":"https:\/\/profelis.com.tr\/?p=34793"},"modified":"2025-07-23T14:43:57","modified_gmt":"2025-07-23T11:43:57","slug":"yapay-zeka-caginda-vektor-veritabanlarinin-yukselisi","status":"publish","type":"post","link":"https:\/\/profelis.com.tr\/en\/2025\/04\/30\/yapay-zeka-caginda-vektor-veritabanlarinin-yukselisi\/","title":{"rendered":"Yapay Zeka \u00c7a\u011f\u0131nda Vekt\u00f6r Veritabanlar\u0131n\u0131n Y\u00fckseli\u015fi"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"34793\" class=\"elementor elementor-34793\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e55eabc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e55eabc\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;pix_scale_in&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a593569\" data-id=\"a593569\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;pix_scale_in&quot;:&quot;none&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4c68d34 elementor-widget elementor-widget-text-editor\" data-id=\"4c68d34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The rapid spread of artificial intelligence technologies is also transforming data management approaches. One of the technologies that particularly stands out in this transformation is <\/span><b>vector databases<\/b><span style=\"font-weight: 400;\">. Playing a critical role in areas such as semantic search, recommendation systems, and natural language processing, these systems have now become the focus of interest for traditional relational databases as well.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9355ab1 elementor-widget elementor-widget-image\" data-id=\"9355ab1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka1-1024x683.png\" class=\"attachment-large size-large wp-image-34796\" alt=\"\" srcset=\"https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka1-1024x683.png 1024w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka1-300x200.png 300w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka1-768x512.png 768w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka1.png 1536w\" sizes=\"(max-width: 640px) 100vw, 640px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5f606f elementor-widget elementor-widget-heading\" data-id=\"e5f606f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What is a Vector Database?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9acb5bd elementor-widget elementor-widget-text-editor\" data-id=\"9acb5bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Vector databases convert unstructured data (text, images, audio, etc.) into numerical vectors and operate on these vectors <\/span><b>similarity-based search<\/b><span style=\"font-weight: 400;\"> ensures it is done. Moving beyond classic keyword searches, <\/span><b>to the semantic similarity<\/b><span style=\"font-weight: 400;\"> delivers data-driven results.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edd9042 elementor-widget elementor-widget-heading\" data-id=\"edd9042\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Where is it used?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f1a955 elementor-widget elementor-widget-text-editor\" data-id=\"7f1a955\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><b>Chatbots:<\/b><span style=\"font-weight: 400;\"> Creating semantic context in question-answering systems<\/span><\/li><li><b>Search engines:<\/b><span style=\"font-weight: 400;\"> Searching for similarity in text or visual content<\/span><\/li><li><b>Recommendation systems:<\/b><span style=\"font-weight: 400;\"> Personalized recommendations based on user behavior<\/span><\/li><li><b>Anomaly detection and sentiment analysis<\/b><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53a24ca elementor-widget elementor-widget-image\" data-id=\"53a24ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka2-1024x576.jpg\" class=\"attachment-large size-large wp-image-34798\" alt=\"\" srcset=\"https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka2-1024x576.jpg 1024w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka2-300x169.jpg 300w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka2-768x432.jpg 768w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka2-1536x864.jpg 1536w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapayzeka2.jpg 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bb1263e elementor-widget elementor-widget-heading\" data-id=\"bb1263e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Requirements for a Healthy Vector Database\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fae7628 elementor-widget elementor-widget-text-editor\" data-id=\"fae7628\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">High-performance Approximate Nearest Neighbor (ANN) search<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Advanced indexing methods such as HNSW or IVFFlat<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ability to efficiently store high-dimensional vectors<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ability to work compatibly with SQL and AI systems<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Security, scalability and easy integration<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4407cb5 elementor-widget elementor-widget-heading\" data-id=\"4407cb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why Is It So Important?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19e708f elementor-widget elementor-widget-text-editor\" data-id=\"19e708f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">AI models, especially <\/span><b>embedding-based<\/b><span style=\"font-weight: 400;\"> in operating systems, it processes text or images by converting them into multi-dimensional vectors. The efficient storage and retrieval of these vectors directly affect the success of the model. Therefore <\/span><b>vector database infrastructure<\/b><span style=\"font-weight: 400;\">, has become one of the fundamental components of modern AI applications.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f9637f elementor-widget elementor-widget-image\" data-id=\"8f9637f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektorveritabani3-1024x576.jpg\" class=\"attachment-large size-large wp-image-34799\" alt=\"\" srcset=\"https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektorveritabani3-1024x576.jpg 1024w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektorveritabani3-300x169.jpg 300w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektorveritabani3-768x432.jpg 768w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektorveritabani3-1536x864.jpg 1536w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektorveritabani3.jpg 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5573388 elementor-widget elementor-widget-heading\" data-id=\"5573388\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How Are Popular RDBMS Databases Approaching This Trend?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75db03f elementor-widget elementor-widget-heading\" data-id=\"75db03f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">PostgreSQL \u2013 Flexible and Open Source Solution with pgvector\n<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06bfd16 elementor-widget elementor-widget-text-editor\" data-id=\"06bfd16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">pgvector<\/span><span style=\"font-weight: 400;\"> it offers vector search support with 3 different distance metrics (L2, cosine, inner product) via its extension (source:<\/span><a href=\"https:\/\/github.com\/pgvector\/pgvector\" target=\"_blank\" rel=\"noopener\"> <span style=\"font-weight: 400;\">https:\/\/github.com\/pgvector\/pgvector<\/span><\/a><span style=\"font-weight: 400;\">)<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>IVFFlat<\/b><span style=\"font-weight: 400;\"> or <\/span><b>HNSW<\/b><span style=\"font-weight: 400;\"> High-performance searches can be performed thanks to its indexes (source:<\/span><a href=\"https:\/\/aws.amazon.com\/blogs\/database\/accelerate-hnsw-indexing-and-searching-with-pgvector\/\" target=\"_blank\" rel=\"noopener\"> <span style=\"font-weight: 400;\">https:\/\/aws.amazon.com\/blogs\/database\/accelerate-hnsw-indexing-and-searching-with-pgvector\/<\/span><\/a><span style=\"font-weight: 400;\">)<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is the most widely used vector solution in the open-source ecosystem.<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is supported on major cloud platforms like AWS, Azure, GCP.<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Profelis provides consultancy services on PostgreSQL and pgvector installation, configuration, and enterprise support.<\/b><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b808ff9 elementor-widget elementor-widget-heading\" data-id=\"b808ff9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">EnterpriseDB (EDB) \u2013 Optimized for Generative AI with Postgres AI\n<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5ed135 elementor-widget elementor-widget-text-editor\" data-id=\"d5ed135\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">In addition to the pgvector integration <\/span><span style=\"font-weight: 400;\">Pipelines<\/span><span style=\"font-weight: 400;\"> offers in-database embedding support with the extension (source:<\/span><a href=\"https:\/\/www.enterprisedb.com\/blog\/path-vector-database-success\" target=\"_blank\" rel=\"noopener\"> <span style=\"font-weight: 400;\">https:\/\/www.enterprisedb.com\/blog\/path-vector-database-success<\/span><\/a><span style=\"font-weight: 400;\">)<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ready-to-use structure for RAG (Retrieval-Augmented Generation) scenarios<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is a high-performance and scalable enterprise PostgreSQL solution.<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Profelis provides licensing, support, and technical integration services as an authorized partner of EDB at Turkiye.<\/b><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71db2e7 elementor-widget elementor-widget-heading\" data-id=\"71db2e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">MariaDB \u2013 Directly Integrated Vector Type with MariaDB Vector\n<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c113a4 elementor-widget elementor-widget-text-editor\" data-id=\"3c113a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">comes with MariaDB 11.7 <\/span><span style=\"font-weight: 400;\">VECTOR<\/span><span style=\"font-weight: 400;\"> it offers data type and HNSW index support (source: https:\/\/mariadb.com\/docs\/server\/data-types\/vector\/)<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Available in open source and SkySQL cloud environments<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is aimed at scenarios such as recommendation systems, similarity search, and embedding stores.<\/span><span style=\"font-weight: 400;\"><br \/><br \/><\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Profelis specializes in MariaDB installation, migration, and high-availability configurations.<\/b><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ebd4b8b elementor-widget elementor-widget-image\" data-id=\"ebd4b8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"427\" src=\"https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektor-veritabani4-1024x683.png\" class=\"attachment-large size-large wp-image-34800\" alt=\"\" srcset=\"https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektor-veritabani4-1024x683.png 1024w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektor-veritabani4-300x200.png 300w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektor-veritabani4-768x512.png 768w, https:\/\/profelis.com.tr\/wp-content\/uploads\/2025\/04\/yapay-zeka-vektor-veritabani4.png 1536w\" sizes=\"(max-width: 640px) 100vw, 640px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-386a9c8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"386a9c8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;pix_scale_in&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-21c30cd\" data-id=\"21c30cd\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;pix_scale_in&quot;:&quot;none&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-46fef60 elementor-widget elementor-widget-heading\" data-id=\"46fef60\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Result<\/h4>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-de8d341 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"de8d341\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;pix_scale_in&quot;:&quot;none&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8262b8e\" data-id=\"8262b8e\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;pix_scale_in&quot;:&quot;none&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5d5d5d7 elementor-widget elementor-widget-text-editor\" data-id=\"5d5d5d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Vector databases are now on the agenda not only of technology companies, but of organizations from every sector. A properly configured vector database both makes your existing data more meaningful and enables you to directly integrate artificial intelligence applications into your business processes.<\/span><\/p><p><span style=\"font-weight: 400;\">The fact that common databases such as PostgreSQL, EDB, and MariaDB are keeping up with developments in this area and producing solutions shows that this transformation is permanent.<\/span><\/p><p><span style=\"font-weight: 400;\">Future artificial intelligence applications will rely not only on smart algorithms, but also on feeding those algorithms <\/span><b>to semantic data<\/b><span style=\"font-weight: 400;\"> needs. Therefore, the transition to vector databases is not just a technology choice, <\/span><b>strategic decision<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><b>As Profelis<\/b><span style=\"font-weight: 400;\">, provides a wide range of services from open-source database solutions to enterprise system integrations, and we strengthen the data infrastructure of your artificial intelligence projects. With our experience in PostgreSQL, EDB, and MariaDB platforms, we can help you determine and implement the vector database solutions suited to your projects.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Yapay zek\u00e2 \u00e7a\u011f\u0131nda, \u00f6zellikle b\u00fcy\u00fck \u00f6l\u00e7ekli veri ve derin \u00f6\u011frenme uygulamalar\u0131nda y\u00fcksek h\u0131zl\u0131 benzerlik aramas\u0131 i\u00e7in \u00f6zelle\u015fmi\u015f vekt\u00f6r veritabanlar\u0131n\u0131n y\u00fckseli\u015fi, AI projelerinin verimlilik ve performans\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131r\u0131yor.<\/p>","protected":false},"author":5,"featured_media":34822,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[129],"tags":[],"class_list":["post-34793","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-veritabani"],"_links":{"self":[{"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/posts\/34793","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/comments?post=34793"}],"version-history":[{"count":22,"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/posts\/34793\/revisions"}],"predecessor-version":[{"id":35595,"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/posts\/34793\/revisions\/35595"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/media\/34822"}],"wp:attachment":[{"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/media?parent=34793"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/categories?post=34793"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/profelis.com.tr\/en\/wp-json\/wp\/v2\/tags?post=34793"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}