{"id":38417,"date":"2024-11-04T20:38:02","date_gmt":"2024-11-04T20:38:02","guid":{"rendered":"https:\/\/www.inhand.com\/?p=38417"},"modified":"2024-11-05T02:52:15","modified_gmt":"2024-11-05T02:52:15","slug":"what-is-edge-ai","status":"publish","type":"post","link":"https:\/\/www.inhand.com\/tr\/support\/blogs\/what-is-edge-ai\/","title":{"rendered":"Edge AI Nedir?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"38417\" class=\"elementor elementor-38417\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-302c3ff4 e-flex e-con-boxed e-con e-parent\" data-id=\"302c3ff4\" data-element_type=\"container\" data-settings=\"{&quot;container_type&quot;:&quot;flex&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6bf0ec05 e-con-full e-flex e-con e-child\" data-id=\"6bf0ec05\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d36dee4 elementor-widget elementor-widget-image\" data-id=\"d36dee4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"171\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-1024x171.png\" class=\"attachment-large size-large wp-image-39103\" alt=\"Edge AI Nedir?\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-1024x171.png 1024w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-300x50.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-768x128.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-18x3.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6cffbfdb e-con-full e-flex e-con e-child\" data-id=\"6cffbfdb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61f94e5d elementor-widget elementor-widget-text-editor\" data-id=\"61f94e5d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Nesnelerin \u0130nterneti (IoT) ve Yapay Zeka&#039;n\u0131n (AI) h\u0131zla b\u00fcy\u00fcmesiyle birlikte, veri i\u015fleme talebi ve bununla ilgili karma\u015f\u0131kl\u0131k \u00f6nemli \u00f6l\u00e7\u00fcde artt\u0131. Geleneksel bulut bili\u015fim, gecikme, bant geni\u015fli\u011fi k\u0131s\u0131tlamalar\u0131 ve gizlilik endi\u015feleri gibi s\u0131n\u0131rlamalarla kar\u015f\u0131 kar\u015f\u0131yad\u0131r ve bu da ger\u00e7ek zamanl\u0131 veri i\u015fleme ihtiya\u00e7lar\u0131n\u0131 kar\u015f\u0131lamay\u0131 zorla\u015ft\u0131r\u0131r. <strong>Kenar AI<\/strong>\u2014AI algoritmalar\u0131n\u0131 ve modellerini do\u011frudan u\u00e7 cihazlara getiren bir teknoloji\u2014bu zorluklar\u0131n \u00e7\u00f6z\u00fclmesine yard\u0131mc\u0131 olur. Bu blogda, Edge AI&#039;n\u0131n ne oldu\u011funu, onu etkinle\u015ftiren temel teknolojileri, uygulamalar\u0131n\u0131 ve benzersiz avantajlar\u0131n\u0131 inceleyece\u011fiz.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43e4030 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"43e4030\" data-element_type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;container&quot;:&quot;#alternative&quot;,&quot;exclude_headings_by_selector&quot;:[],&quot;marker_view&quot;:&quot;bullets&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;fas fa-circle&quot;,&quot;library&quot;:&quot;fa-solid&quot;,&quot;rendered_tag&quot;:&quot;&lt;svg class=\\&quot;e-font-icon-svg e-fas-circle\\&quot; viewBox=\\&quot;0 0 512 512\\&quot; xmlns=\\&quot;http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\&quot;&gt;&lt;path d=\\&quot;M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 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.elementor-toc__list-item{counter-increment:item}ol.elementor-toc__list-wrapper .elementor-toc__list-item-text-wrapper:before{content:counters(item,\".\") \". \"}<\/style>\t\t<div class=\"elementor-toc__header\">\n\t\t\t<div class=\"elementor-toc__header-title\">\n\t\t\t\tMakalenin i\u00e7eri\u011fi\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__43e4030\" aria-expanded=\"true\" aria-label=\"\u0130\u00e7indekiler tablosunu a\u00e7\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 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0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bd0467d e-con-full e-flex e-con e-child\" data-id=\"bd0467d\" data-element_type=\"container\" id=\"alternative\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-665b96b elementor-widget elementor-widget-heading\" data-id=\"665b96b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-large\">Edge AI&#039;y\u0131 Anlamak<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce573ad elementor-widget elementor-widget-text-editor\" data-id=\"ce573ad\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Edge AI, AI algoritmalar\u0131n\u0131 do\u011frudan u\u00e7 cihazlarda \u00e7al\u0131\u015ft\u0131rmay\u0131 i\u00e7erir ve verilerin yaln\u0131zca buluta g\u00fcvenmek yerine kayna\u011f\u0131na yak\u0131n bir yerde i\u015flenmesine olanak tan\u0131r. Bu yakla\u015f\u0131m\u0131n, azalt\u0131lm\u0131\u015f gecikme, geli\u015fmi\u015f veri gizlili\u011fi ve daha fazla verimlilik gibi \u00e7e\u015fitli avantajlar\u0131 vard\u0131r. Bu \u00f6zellikler, Edge AI&#039;y\u0131 ak\u0131ll\u0131 \u00fcretim, otonom s\u00fcr\u00fc\u015f ve IoT gibi alanlardaki uygulamalar i\u00e7in ideal hale getirir.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2c5075 elementor-widget elementor-widget-image\" data-id=\"a2c5075\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-1024x604.png\" class=\"attachment-large size-large wp-image-39092\" alt=\"Kenar AI\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-1024x604.png 1024w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-300x177.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-768x453.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-18x12.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afa9eae elementor-widget elementor-widget-heading\" data-id=\"afa9eae\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Edge AI&#039;daki Temel Teknolojiler<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a172f0 elementor-widget elementor-widget-text-editor\" data-id=\"5a172f0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Edge AI, yerel veri i\u015flemeyi verimli ve g\u00fcvenilir k\u0131lmak i\u00e7in \u00e7e\u015fitli kritik teknolojilere g\u00fcvenir. \u0130\u015fte temel bile\u015fenlerden baz\u0131lar\u0131na bir g\u00f6z at\u0131n:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f584de1 elementor-widget elementor-widget-heading\" data-id=\"f584de1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">1. Donan\u0131m H\u0131zland\u0131rma<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd3c473 elementor-widget elementor-widget-text-editor\" data-id=\"cd3c473\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Edge AI, genellikle AI g\u00f6revleri i\u00e7in tasarlanm\u0131\u015f \u00f6zel donan\u0131m bile\u015fenleri arac\u0131l\u0131\u011f\u0131yla elde edilen g\u00fc\u00e7l\u00fc bir bilgi i\u015flem g\u00fcc\u00fc gerektirir:<\/p><ul><li><strong>Uygulamaya \u00d6zel Entegre Devreler (ASIC&#039;ler)<\/strong>:\u00d6zellikle yapay zeka i\u015flevleri i\u00e7in tasarlanan ASIC&#039;ler, daha az g\u00fc\u00e7 t\u00fcketirken y\u00fcksek performans sunar.<\/li><li><strong>Grafik \u0130\u015flem Birimleri (GPU&#039;lar)<\/strong>:Verileri paralel olarak i\u015fleme yetenekleriyle bilinen GPU&#039;lar, \u00f6zellikle sinir a\u011flar\u0131 gibi karma\u015f\u0131k yapay zeka g\u00f6revlerinin \u00fcstesinden gelmek i\u00e7in olduk\u00e7a uygundur.<\/li><li><strong>Alan Programlanabilir Kap\u0131 Dizileri (FPGA&#039;lar)<\/strong>: Son derece uyarlanabilir olan FPGA&#039;lar, belirli AI modellerine g\u00f6re \u00f6zelle\u015ftirilebilir ve bu da onlar\u0131 u\u00e7 AI sistemlerinde de\u011ferli k\u0131lar.<\/li><li><strong>Sinirsel \u0130\u015flem Birimleri (NPU&#039;lar)<\/strong>:\u00d6zellikle sinir a\u011flar\u0131 i\u00e7in tasarlanan NPU&#039;lar, paralel yapay zeka hesaplamalar\u0131 i\u00e7in olduk\u00e7a verimlidir.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f29ba53 elementor-widget elementor-widget-heading\" data-id=\"f29ba53\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">2. Model Optimizasyonu ve S\u0131k\u0131\u015ft\u0131rma<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11f5c44 elementor-widget elementor-widget-text-editor\" data-id=\"11f5c44\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Edge cihazlar\u0131 genellikle s\u0131n\u0131rl\u0131 depolama ve i\u015flem g\u00fcc\u00fcne sahiptir, bu nedenle AI modellerinin sorunsuz \u00e7al\u0131\u015fmas\u0131 i\u00e7in optimize edilmesi gerekir:<\/p><ul><li><strong>Model niceleme<\/strong>: Hesaplama y\u00fck\u00fcn\u00fc azaltmak i\u00e7in b\u00fcy\u00fck model parametrelerini daha k\u00fc\u00e7\u00fck bi\u00e7imlere d\u00f6n\u00fc\u015ft\u00fcr\u00fcr.<\/li><li><strong>Model Budama<\/strong>: Sinir a\u011f\u0131ndaki \u00f6nemsiz ba\u011flant\u0131lar\u0131 ortadan kald\u0131r\u0131r, do\u011fruluktan \u00f6d\u00fcn vermeden boyutunu k\u00fc\u00e7\u00fclt\u00fcr.<\/li><li><strong>Bilgi Dam\u0131tma<\/strong>: Daha b\u00fcy\u00fck bir modelin \u00e7\u0131kt\u0131s\u0131n\u0131 kopyalamak i\u00e7in daha k\u00fc\u00e7\u00fck bir modelin e\u011fitilmesini i\u00e7erir; b\u00f6ylece etkinlik korunurken kaynaklardan tasarruf edilir.<\/li><li><strong>Model Seyreltme<\/strong>: Modeldeki parametre say\u0131s\u0131n\u0131 azaltarak hesaplama verimlili\u011fini art\u0131r\u0131r.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20fa328 elementor-widget elementor-widget-heading\" data-id=\"20fa328\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">3. Edge Bili\u015fim Mimarisi<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4275ccb elementor-widget elementor-widget-text-editor\" data-id=\"4275ccb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Verilerin cihaz \u00fczerinde i\u015flenmesi ve analiz edilmesi, ger\u00e7ek zamanl\u0131 performans i\u00e7in tasarlanm\u0131\u015f \u00f6zel bir mimari gerektirir:<\/p><ul><li><strong>Da\u011f\u0131t\u0131lm\u0131\u015f Kenar Ayg\u0131t Mimarisi<\/strong>:Edge d\u00fc\u011f\u00fcmler ba\u011f\u0131ms\u0131z olarak \u00e7al\u0131\u015fabilir, her biri ihtiya\u00e7 halinde veri toplay\u0131p i\u015fleyebilir, \u00f6zellikle IoT a\u011flar\u0131nda.<\/li><li><strong>Edge-Bulut \u0130\u015fbirli\u011fi<\/strong>:Baz\u0131 g\u00f6revler yerel olarak ger\u00e7ekle\u015ftirilirken, b\u00fcy\u00fck model e\u011fitimi gibi di\u011ferleri bulutta yap\u0131l\u0131r ve b\u00f6ylece performans ve gecikme aras\u0131nda bir denge sa\u011flan\u0131r.<\/li><li><strong>Birbirine Ba\u011fl\u0131 Kenar Ayg\u0131tlar\u0131<\/strong>: Edge cihazlar\u0131 do\u011frudan ileti\u015fim kurabilir ve bu sayede otonom s\u00fcr\u00fc\u015f ve ak\u0131ll\u0131 fabrikalar gibi ger\u00e7ek zamanl\u0131 uygulamalar\u0131 destekler.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd4874a elementor-widget elementor-widget-heading\" data-id=\"dd4874a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">4. Ger\u00e7ek Zamanl\u0131 \u0130\u015fletim Sistemleri (RTOS)<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80890a6 elementor-widget elementor-widget-text-editor\" data-id=\"80890a6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Edge AI uygulamalar\u0131 genellikle an\u0131nda yan\u0131t gerektirir, bu nedenle Ger\u00e7ek Zamanl\u0131 \u0130\u015fletim Sistemleri zamana duyarl\u0131 g\u00f6revleri y\u00f6netmek i\u00e7in olmazsa olmazd\u0131r:<\/p><ul><li><strong>Hafif \u0130\u015fletim Sistemleri<\/strong>: FreeRTOS ve VxWorks gibi sistemler g\u00f6m\u00fcl\u00fc sistemler i\u00e7in tasarlanm\u0131\u015ft\u0131r ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimli donan\u0131mlarda bile h\u0131zl\u0131 tepki s\u00fcreleri sa\u011flar.<\/li><li><strong>Konteynerle\u015ftirme ve Sanalla\u015ft\u0131rma<\/strong>:Docker konteynerleri ve sanal makineler gibi ara\u00e7lar, AI modellerini daha ta\u015f\u0131nabilir hale getiriyor ve da\u011f\u0131t\u0131m ve g\u00fcncelleme s\u00fcre\u00e7lerini basitle\u015ftiriyor.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3dadd4 elementor-widget elementor-widget-heading\" data-id=\"e3dadd4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">5. Edge Cihazlar\u0131nda G\u00fcvenlik<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae236a7 elementor-widget elementor-widget-text-editor\" data-id=\"ae236a7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Kenar ayg\u0131tlar\u0131 genellikle kullan\u0131c\u0131larla ve fiziksel ortamla do\u011frudan etkile\u015fime girdi\u011finden, g\u00fcvenlik ve gizlilik kritik \u00f6neme sahiptir:<\/p><ul><li><strong>Veri \u015eifreleme<\/strong>: Hassas bilgilerin saklanmas\u0131 ve iletilmesi s\u0131ras\u0131nda korur.<\/li><li><strong>G\u00fcvenli \u00d6ny\u00fckleme<\/strong>: Cihazda yaln\u0131zca do\u011frulanm\u0131\u015f yaz\u0131l\u0131m ve donan\u0131m yaz\u0131l\u0131mlar\u0131n\u0131n \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131na izin verildi\u011finden emin olur.<\/li><li><strong>Cihaz Kimlik Do\u011frulamas\u0131 ve Yetkilendirme<\/strong>: Cihazlar\u0131 do\u011frular ve yetkisiz eri\u015fimi engeller.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d844c1 elementor-widget elementor-widget-heading\" data-id=\"5d844c1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">6. A\u011f \u0130leti\u015fimi ve Protokol Optimizasyonu<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63b322b elementor-widget elementor-widget-text-editor\" data-id=\"63b322b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Uzaktan \u00e7al\u0131\u015fan u\u00e7 cihazlar s\u0131kl\u0131kla kablosuz a\u011flara g\u00fcvenir, bu nedenle verimli protokoller veri de\u011fi\u015fimini y\u00f6netmeye yard\u0131mc\u0131 olur:<\/p><ul><li><strong>D\u00fc\u015f\u00fck G\u00fc\u00e7l\u00fc Geni\u015f Alan A\u011flar\u0131 (LPWAN)<\/strong>:LoRa ve NB-IoT gibi protokoller uzun mesafelerde d\u00fc\u015f\u00fck g\u00fc\u00e7te iletimi destekler.<\/li><li><strong>5G Teknolojisi<\/strong>:Otonom s\u00fcr\u00fc\u015f ve uzaktan sa\u011fl\u0131k hizmeti gibi zorlu uygulamalara uygun, y\u00fcksek h\u0131zl\u0131, d\u00fc\u015f\u00fck gecikmeli ba\u011flant\u0131 sa\u011flar.<\/li><li><strong>Kenara \u00d6zg\u00fc Protokoller<\/strong>: MQTT ve CoAP, u\u00e7 ortamlarda h\u0131zl\u0131 ve verimli veri aktar\u0131m\u0131 i\u00e7in tasarlanm\u0131\u015ft\u0131r.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92e840a elementor-widget elementor-widget-heading\" data-id=\"92e840a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">7. Heterojen Hesaplama<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d55a7b2 elementor-widget elementor-widget-text-editor\" data-id=\"d55a7b2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Bir\u00e7ok u\u00e7 cihaz, her biri belirli g\u00f6revlere uygun olan CPU&#039;lar, GPU&#039;lar, NPU&#039;lar ve FPGA&#039;lar gibi farkl\u0131 i\u015flemci t\u00fcrlerini i\u00e7erir. Bu yakla\u015f\u0131ma heterojen bilgi i\u015flem denir ve her i\u015flemci t\u00fcr\u00fcn\u00fcn yeteneklerini en \u00fcst d\u00fczeye \u00e7\u0131kar\u0131r:<\/p><ul><li><strong>G\u00f6rev Tahsisi<\/strong>: Gereksinimlere g\u00f6re g\u00f6revleri en uygun i\u015flemciye da\u011f\u0131t\u0131r. \u00d6rne\u011fin, basit g\u00f6revler bir CPU&#039;da \u00e7al\u0131\u015ft\u0131r\u0131labilirken, karma\u015f\u0131k AI modelleri bir GPU&#039;da i\u015flenebilir.<\/li><li><strong>\u0130\u015fbirlik\u00e7i Bili\u015fim<\/strong>:Birden fazla u\u00e7 cihaz, yapay zeka i\u015flemlerini h\u0131zland\u0131rmak i\u00e7in \u00e7e\u015fitli g\u00f6revleri ayn\u0131 anda ger\u00e7ekle\u015ftirerek bir a\u011f \u00fczerinden birlikte \u00e7al\u0131\u015fabilir.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a314b31 elementor-widget elementor-widget-heading\" data-id=\"a314b31\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-medium\">8. Yerelle\u015ftirilmi\u015f AI Model E\u011fitimi<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d89c8f9 elementor-widget elementor-widget-text-editor\" data-id=\"d89c8f9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>U\u00e7 cihazlar genellikle \u00e7\u0131kar\u0131m yapmak i\u00e7in kullan\u0131lsa da baz\u0131 geli\u015fmeler yerel model e\u011fitimine olanak tan\u0131yarak, verileri buluta g\u00f6ndermeye gerek kalmadan yapay zeka modellerinin ger\u00e7ek zamanl\u0131 olarak belirli ortamlara uyarlanmas\u0131n\u0131 sa\u011flar:<\/p><ul><li><strong>Federasyonlu \u00d6\u011frenme<\/strong>:Birden fazla u\u00e7 cihaz, veri payla\u015fmadan yapay zeka modellerini i\u015fbirlik\u00e7i bir \u015fekilde e\u011fitir ve gizlili\u011fi korur.<\/li><li><strong>Art\u0131ml\u0131 \u00d6\u011frenme<\/strong>: Ger\u00e7ek zamanl\u0131 g\u00f6zetim gibi uygulamalar i\u00e7in faydal\u0131 olan, de\u011fi\u015fen ortamlara uyum sa\u011flamak amac\u0131yla u\u00e7 cihazlardaki modeller kademeli olarak g\u00fcncellenir.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd70056 elementor-widget elementor-widget-heading\" data-id=\"cd70056\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Edge AI&#039;n\u0131n Uygulamalar\u0131<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc18384 elementor-widget elementor-widget-image\" data-id=\"fc18384\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-1024x604.png\" class=\"attachment-large size-large wp-image-39120\" alt=\"Edge AI&#039;n\u0131n Uygulamalar\u0131\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-1024x604.png 1024w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-300x177.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-768x453.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-18x12.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b1016f elementor-widget elementor-widget-text-editor\" data-id=\"6b1016f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Edge AI, ak\u0131ll\u0131 karar vermeyi veri kayna\u011f\u0131na yak\u0131nla\u015ft\u0131rarak \u00e7e\u015fitli alanlarda pratik kullan\u0131mlara sahiptir:<\/p><ul><li><strong>Ak\u0131ll\u0131 \u00dcretim<\/strong>:Otomasyonlu fabrikalarda, u\u00e7 AI \u00fcretim hatlar\u0131n\u0131 optimize ederek verimlili\u011fi ve \u00fcr\u00fcn kalitesini art\u0131r\u0131r. \u00d6rne\u011fin, \u00fcretim hatt\u0131ndaki robotlar\u0131 izleyebilir ve tutarl\u0131 \u00e7\u0131kt\u0131y\u0131 korumak i\u00e7in ger\u00e7ek zamanl\u0131 ayarlamalar yapabilir.<\/li><li><strong>Ak\u0131ll\u0131 Ula\u015f\u0131m<\/strong>: Ta\u015f\u0131mac\u0131l\u0131k sistemlerinde, u\u00e7 AI sinyalleri kontrol etmek, t\u0131kan\u0131kl\u0131\u011f\u0131 azaltmak ve yol g\u00fcvenli\u011fini art\u0131rmak i\u00e7in trafi\u011fi ger\u00e7ek zamanl\u0131 olarak analiz eder. Ara\u00e7lardaki u\u00e7 cihazlar, otonom s\u00fcr\u00fc\u015f\u00fcn g\u00fcvenilirli\u011fini art\u0131rarak otomobiller aras\u0131nda do\u011frudan ileti\u015fimi m\u00fcmk\u00fcn k\u0131lar.<\/li><li><strong>Sa\u011fl\u0131k hizmeti<\/strong>: Sa\u011fl\u0131k hizmetlerindeki Edge AI, hasta verilerinin ger\u00e7ek zamanl\u0131 izlenmesini ve analizini sa\u011flar. \u00d6rne\u011fin, AI algoritmalar\u0131 \u00e7al\u0131\u015ft\u0131ran giyilebilir cihazlar, kalp h\u0131z\u0131 ve kan bas\u0131nc\u0131 gibi hayati belirtileri izleyebilir ve anormal okumalar tespit edilirse uyar\u0131lar verebilir.<\/li><li><strong>End\u00fcstriyel Ekipman \u0130zleme ve Bak\u0131m\u0131<\/strong>: Edge AI, end\u00fcstriyel ekipmanlar\u0131n izlenmesine yard\u0131mc\u0131 olur ve potansiyel sorunlar\u0131 sorun haline gelmeden \u00f6nce belirler. Ge\u00e7mi\u015f verileri analiz ederek bak\u0131m programlar\u0131n\u0131 da optimize ederek makinelerin kullan\u0131m \u00f6mr\u00fcn\u00fc uzat\u0131r.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dff4a40 elementor-widget elementor-widget-heading\" data-id=\"dff4a40\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Edge AI&#039;n\u0131n Avantajlar\u0131<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17bceab elementor-widget elementor-widget-text-editor\" data-id=\"17bceab\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Edge AI, modern uygulamalar i\u00e7in uygun hale getiren bir dizi avantaj sunar:<\/p><ul><li><strong>D\u00fc\u015f\u00fck Gecikme<\/strong>:Verilerin cihaz \u00fczerinde i\u015flenmesi, ger\u00e7ek zamanl\u0131 uygulamalar i\u00e7in kritik \u00f6neme sahip olan daha h\u0131zl\u0131 tepki s\u00fcreleri anlam\u0131na gelir.<\/li><li><strong>Verimli Bant Geni\u015fli\u011fi Kullan\u0131m\u0131<\/strong>:U\u00e7 yapay zeka, verileri yerel olarak i\u015fleyerek ve filtreleyerek a\u011f \u00fczerinden g\u00f6nderilen veri miktar\u0131n\u0131 azalt\u0131r, bant geni\u015fli\u011finden tasarruf sa\u011flar ve iletim maliyetlerini d\u00fc\u015f\u00fcr\u00fcr.<\/li><li><strong>Geli\u015fmi\u015f Veri Gizlili\u011fi<\/strong>: Yerel veri i\u015fleme, verilerin \u015firket d\u0131\u015f\u0131na g\u00f6nderilmesi ihtiyac\u0131n\u0131 en aza indirerek kullan\u0131c\u0131 gizlili\u011finin korunmas\u0131na yard\u0131mc\u0131 olur.<\/li><li><strong>\u00d6l\u00e7eklenebilirlik ve Esneklik<\/strong>: Edge AI sistemleri uyarlanabilirdir, talebe g\u00f6re \u00f6l\u00e7eklenebilir ve art\u0131r\u0131labilir; bu da \u00e7e\u015fitli ortamlarda olmazsa olmazd\u0131r.<\/li><li><strong>G\u00fcvenilirlik ve \u00d6zerklik<\/strong>: Edge cihazlar\u0131, internet ba\u011flant\u0131s\u0131 olmadan bile \u00e7al\u0131\u015fmaya devam edebilir ve kritik g\u00f6revler i\u00e7in kesintisiz i\u015flevsellik sa\u011flayabilir.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fdbcce elementor-widget elementor-widget-heading\" data-id=\"1fdbcce\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">Sonu\u00e7: Edge AI&#039;n\u0131n Gelece\u011fi<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69b79c2 elementor-widget elementor-widget-text-editor\" data-id=\"69b79c2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Edge AI, end\u00fcstrilerin AI&#039;y\u0131 nas\u0131l kulland\u0131\u011f\u0131n\u0131 d\u00f6n\u00fc\u015ft\u00fcr\u00fcyor, i\u015flemeyi veri kayna\u011f\u0131na yak\u0131nla\u015ft\u0131r\u0131yor, gecikmeyi azalt\u0131yor ve ger\u00e7ek zamanl\u0131 karar almay\u0131 m\u00fcmk\u00fcn k\u0131l\u0131yor. Fabrika katlar\u0131ndan otonom ara\u00e7lara kadar Edge AI, end\u00fcstrilerin daha ak\u0131ll\u0131 ve daha ba\u011flant\u0131l\u0131 hale gelmesine yard\u0131mc\u0131 oluyor. InHand Networks gibi \u015firketler yenilik yapmaya devam ettik\u00e7e, Edge AI gelecekte i\u015fletmelerin nas\u0131l faaliyet g\u00f6sterece\u011fini \u015fekillendirmede daha da b\u00fcy\u00fck bir rol oynayacak.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e55453 elementor-widget elementor-widget-ucaddon_card_carousel\" data-id=\"4e55453\" data-element_type=\"widget\" data-widget_type=\"ucaddon_card_carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n<!-- start Card Carousel -->\n\t\t<link id='font-awesome-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-all.min.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='font-awesome-4-shim-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-v4-shims.min.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='owl-carousel-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/owl-carousel-new\/assets\/owl.carousel.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='uc_ac_assets_file_animate_css_77907-css' href='https:\/\/www.inhand.com\/wp-content\/uploads\/ac_assets\/uc_classic_carousel\/animate.css' type='text\/css' rel='stylesheet' >\n\n<style>\/* widget: Card Carousel *\/\n\n#uc_card_carousel_elementor_4e55453-wrapper{\n  min-height:1px;\n}\n\n#uc_card_carousel_elementor_4e55453 *{\n\t-webkit-box-sizing: border-box;\n\t-moz-box-sizing: border-box;\n\tbox-sizing: border-box;\n}\n\n#uc_card_carousel_elementor_4e55453 .ue-carousel-item{\n  overflow:hidden;\n  transition:0.3s;\n}\n\n#uc_card_carousel_elementor_4e55453 .uc_classic_carousel_container_holder{\n\tdisplay:block;\n\tposition:relative;\n\twidth:100%;\n    box-sizing: 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{\n  border-radius:50%;\n  display:inline-block;\n}\n\n#uc_card_carousel_elementor_4e55453 .owl-nav .owl-prev,\n#uc_card_carousel_elementor_4e55453 .owl-nav .owl-next{\n    position:absolute;\n    display:flex;\n  \tjustify-content: center;\n  \talign-items: center;\n    text-align:center;\n}\n\n#uc_card_carousel_elementor_4e55453 .owl-nav .disabled{\n    display: none;  \n}\n\n\n#uc_card_carousel_elementor_4e55453 .ue-item-icon{\n  line-height:1em;\n  display:inline-flex;\n  justify-content:center;\n  align-items:center;  \n}\n\n#uc_card_carousel_elementor_4e55453 .ue-item-icon svg{\n  height:1em;\n  width:1em;\n}\n\n#uc_card_carousel_elementor_4e55453 .ue-item-icon-wrapper{\n  display:flex;\n}\n\n#uc_card_carousel_elementor_4e55453 .uc_classic_carousel_container_holder {\n\t max-width: ;\n}\n\n\n\n@media screen and (max-width: 1024px) {\n  #uc_card_carousel_elementor_4e55453 .uc_classic_carousel_container_holder {\n\t max-width: ;\n  }\n}\n\n@media screen and (max-width: 767px) {\n  #uc_card_carousel_elementor_4e55453 .uc_classic_carousel_container_holder {\n    max-width: ;\n  }\n}\n\n<\/style>\n\n<div class=\"uc_classic_carousel\" id=\"uc_card_carousel_elementor_4e55453-wrapper\">\n        <div class=\"uc_carousel owl-carousel uc-items-wrapper\" id=\"uc_card_carousel_elementor_4e55453\"  >\n          \t\n\n\n<div id=\"uc_card_carousel_elementor_4e55453_item1\" class=\"uc_classic_carousel_container_holder ue-item elementor-repeater-item-0260550\" data-hide-item=\"false\">  \n  <div class=\"ue-carousel-item\">\n    \n    <span class=\"uc_classic_carousel_border\" style=\"\"><\/span>    \n    \n          <div class=\"uc_classic_carousel_placeholder\">\n        <a href=\"https:\/\/www.inhand.com\/tr\/products\/ai-edge-computers\/\" title=\"Daha fazla bilgi edin\" >          <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/ec942-ai-edge-computer.png\"  alt=\"EC942 AI Edge Bilgisayar\u0131\" width=\"768\" height=\"768\">\n        <\/a>              <\/div>\n    \n    <div class=\"uc_classic_carousel_content\" style=\"direction:ltr;\">    \n\n      \n          <div  class=\"card_carousel_title\">AI (Yapay Zeka)Edge Bilgisayar\u0131<\/div>\n        <p class=\"card_carousel_text\"><\/p>      \t\n\n              <div class=\"ue_button\">\n          <a class=\"uc_more_btn\" href=\"https:\/\/www.inhand.com\/tr\/products\/ai-edge-computers\/\" title=\"Daha fazla bilgi edin\" >Daha fazla bilgi edin<\/a>\n      \t<\/div>   \n      \t\n      \n    <\/div>\n    \n  <\/div>\n<\/div>\n\n      <\/div>\n<\/div>\n<!-- end Card Carousel -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4dc21528 e-flex e-con-boxed e-con e-child\" data-id=\"4dc21528\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;container_type&quot;:&quot;flex&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c7efff0 e-con-full e-flex e-con e-child\" data-id=\"5c7efff0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4ac4d1fd e-con-full e-flex e-con e-child\" data-id=\"4ac4d1fd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-687edd4e e-con-full e-flex e-con e-child\" data-id=\"687edd4e\" data-element_type=\"container\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:112,&quot;content_width&quot;:&quot;full&quot;,&quot;sticky_offset_tablet&quot;:0,&quot;sticky_offset_mobile&quot;:0,&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;container_type&quot;:&quot;flex&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_effects_offset&quot;:0}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64684b14 elementor-widget elementor-widget-heading\" data-id=\"64684b14\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0130lgili Bloglar<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a756fb elementor-widget elementor-widget-ha-post-list happy-addon ha-post-list\" data-id=\"7a756fb\" data-element_type=\"widget\" data-widget_type=\"ha-post-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t<div class=\"ha-post-list-wrapper\">\n\t\t\t\t<ul class=\"ha-post-list\" >\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-post-list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/5g-fwa-vs-5g-odu\/\">\n\t\t\t\t\t\t\t\t<span class=\"ha-post-list-icon\"><i aria-hidden=\"true\" class=\"hm hm-tb-post-content\"><\/i><\/span>\t\t\t\t\t\t\t\t<div class=\"ha-post-list-content\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"ha-post-list-title\">5G FWA ve 5G ODU, Hangisini Se\u00e7meli?<\/h2>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-post-list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/differences-in-wireless-communication-technologies\/\">\n\t\t\t\t\t\t\t\t<span class=\"ha-post-list-icon\"><i aria-hidden=\"true\" class=\"hm hm-tb-post-content\"><\/i><\/span>\t\t\t\t\t\t\t\t<div class=\"ha-post-list-content\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"ha-post-list-title\">Kablosuz \u0130leti\u015fim A\u011f\u0131 Teknolojilerindeki Farklar Nelerdir?<\/h2>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-post-list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/fiber-optic-connector-vs-ethernet-port\/\">\n\t\t\t\t\t\t\t\t<span class=\"ha-post-list-icon\"><i aria-hidden=\"true\" class=\"hm hm-tb-post-content\"><\/i><\/span>\t\t\t\t\t\t\t\t<div class=\"ha-post-list-content\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"ha-post-list-title\">Fiber Optik Konnekt\u00f6r ve Ethernet Portu Aras\u0131ndaki Fark Nedir?<\/h2>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c789fc8 e-con-full e-flex e-con e-child\" data-id=\"c789fc8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-450778a1 e-flex e-con-boxed e-con e-parent\" data-id=\"450778a1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;container_type&quot;:&quot;flex&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ef50058 elementor-widget elementor-widget-ucaddon_uc_card_post_carousel\" data-id=\"7ef50058\" data-element_type=\"widget\" data-widget_type=\"ucaddon_uc_card_post_carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n<!-- start Post Carousel Lite -->\n\n<style>\/* widget: Post Carousel Lite *\/\n\n#uc_uc_card_post_carousel_elementor_7ef50058 *{\n  box-sizing:border-box;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058{\n  position:relative;\n  min-height:1px;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058 .uc_image_carousel_content{\n\ttext-align:center;\n    display: flex;\n     flex-flow: column nowrap;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058 .ue_post_carousel_item\n{\n  overflow:hidden;\n  \n}\n\n#uc_uc_card_post_carousel_elementor_7ef50058 .ue_post_btn_holder\n{\n  margin-top:auto;\n}\n\n#uc_uc_card_post_carousel_elementor_7ef50058 .uc_more_btn{\n\n  display:inline-block;\n  text-align:center;\n  text-decoration:none;\n} \n\n.uc_overlay_image_carousel 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class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/\u5c01\u9762-2-768x563.png); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Yeni 5G y\u00f6nlendirici CR602, kahve d\u00fckkanlar\u0131n\u0131n ba\u011flant\u0131 kalitesini ve i\u015fletme internet g\u00fcvenilirli\u011fini art\u0131rmas\u0131na yard\u0131mc\u0131 oluyor.<\/div><\/a>    <div class=\"ue_post_intro\">CR602 5G y\u00f6nlendirici ile kafeniz i\u00e7in g\u00fcvenilir i\u015f interneti sa\u011flay\u0131n. Kesintileri \u00f6nlemek i\u00e7in tasarlanm\u0131\u015ft\u0131r...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\">Daha fazlas\u0131n\u0131 \u00f6\u011frenin \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item2\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/clawdbot-edge-deployment-guide\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/OpenClaw-banner-768x563.png); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/clawdbot-edge-deployment-guide\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Mac mini&#039;ye &quot;S\u00fcrekli A\u00e7\u0131k&quot; \u00d6zelli\u011fine Elveda \u2014 Uygun Fiyatl\u0131 Bir Yapay Zeka U\u00e7 Bilgisayar\u0131 OpenClaw&#039;\u0131 7\/24 \u00c7al\u0131\u015f\u0131r Halde Tutuyor<\/div><\/a>    <div class=\"ue_post_intro\">Linux i\u015fletim sistemine sahip bir InHand u\u00e7 bilgisayar\u0131na s\u00fcrekli aktif bir yapay zeka ajan\u0131 kurun: Clawdbot&#039;u y\u00fckleyin, denetimleri planlay\u0131n...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/clawdbot-edge-deployment-guide\/\">Daha fazlas\u0131n\u0131 \u00f6\u011frenin \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item3\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/Making-Automated-Production-Lines-Truly-Controllable-and-Visible-cover-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Otomatik \u00dcretim Hatlar\u0131n\u0131 Ger\u00e7ekten Kontrol Edilebilir ve G\u00f6r\u00fcn\u00fcr Hale Getirmek<\/div><\/a>    <div class=\"ue_post_intro\">Otomasyon derinle\u015ftik\u00e7e, \u00fcretim hatlar\u0131 istikrarl\u0131 a\u011f ba\u011flant\u0131s\u0131na her zamankinden daha \u00e7ok ihtiya\u00e7 duyuyor. 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background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/what-is-carrier-aggregation\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Ta\u015f\u0131y\u0131c\u0131 Toplama (CA) Nedir?<\/div><\/a>    <div class=\"ue_post_intro\">5G Ta\u015f\u0131y\u0131c\u0131 Birle\u015ftirme a\u00e7\u0131kland\u0131: Yakla\u015fan FWA12 i\u015f modeliyle ultra h\u0131zl\u0131, dayan\u0131kl\u0131 ba\u011flant\u0131n\u0131n kilidini a\u00e7\u0131n...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/what-is-carrier-aggregation\/\">Daha fazlas\u0131n\u0131 \u00f6\u011frenin \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item7\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/eu-nis2-directive-compliance-guide\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/InHand-Networks-NIS-2-readines-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/eu-nis2-directive-compliance-guide\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">AB NIS 2 Direktifi: InHand Networks Uyumlu ve G\u00fcvenli Kalman\u0131za Nas\u0131l Yard\u0131mc\u0131 Olur?<\/div><\/a>    <div class=\"ue_post_intro\">Uyumluluktan dayan\u0131kl\u0131l\u0131\u011fa kadar InHand Networks, NIS 2 haz\u0131rl\u0131\u011f\u0131 i\u00e7in g\u00fcvenilir orta\u011f\u0131n\u0131zd\u0131r.<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/eu-nis2-directive-compliance-guide\/\">Daha fazlas\u0131n\u0131 \u00f6\u011frenin \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item8\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/what-is-wi-fi-7\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/what-is-wifi-7_website-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/what-is-wi-fi-7\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Wi-Fi 7 Nedir?<\/div><\/a>    <div class=\"ue_post_intro\">Wi-Fi 7&#039;nin h\u0131z\u0131 nas\u0131l art\u0131rd\u0131\u011f\u0131n\u0131, gecikmeyi nas\u0131l azaltt\u0131\u011f\u0131n\u0131 ve daha fazla cihaz\u0131 nas\u0131l destekledi\u011fini ke\u015ffedin; i\u015f d\u00fcnyas\u0131n\u0131 d\u00f6n\u00fc\u015ft\u00fcr\u00fcn...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/what-is-wi-fi-7\/\">Daha fazlas\u0131n\u0131 \u00f6\u011frenin \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item9\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/traffic-shaping-for-network-management\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/traffic-shaping-768x563.png); 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InHand&#039;in...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/traffic-shaping-for-network-management\/\">Daha fazlas\u0131n\u0131 \u00f6\u011frenin \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item10\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/deploy-aws-iot-sitewise-on-ec942-edge-computer-768x499.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">End\u00fcstriyel Veri \u0130\u00e7g\u00f6r\u00fcleri i\u00e7in InHand EC942&#039;de AWS IoT SiteWise&#039;\u0131 Da\u011f\u0131tma<\/div><\/a>    <div class=\"ue_post_intro\">Ger\u00e7ek zamanl\u0131 end\u00fcstriyel veri i\u00e7g\u00f6r\u00fcleri i\u00e7in g\u00fcvenli, u\u00e7tan buluta AWS IoT SiteWise&#039;\u0131 EC942&#039;ye da\u011f\u0131t\u0131n...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/tr\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\">Daha fazlas\u0131n\u0131 \u00f6\u011frenin \u2192<\/a><\/div>  <\/div>\n<\/div>\n\n   <\/div>\t\n<\/div>\n\n<!-- --->\n<!-- --->\n<!-- --->\n<!-- end Post Carousel Lite -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Edge AI, edge AI&#039;da kullan\u0131lan temel teknolojiler, \u00fcretkenli\u011fi art\u0131rmaya nas\u0131l yard\u0131mc\u0131 oldu\u011fu ve tipik kullan\u0131m senaryolar\u0131 hakk\u0131nda bilgi edinin.<\/p>","protected":false},"author":1,"featured_media":39092,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[126],"tags":[],"class_list":["post-38417","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogs"],"blocksy_meta":"","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.1 (Yoast SEO v23.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What Is Edge AI? 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