{"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\/en\/support\/blogs\/what-is-edge-ai\/","title":{"rendered":"What Is Edge AI?"},"content":{"rendered":"\t\t<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=\"What is Edge AI?\" 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>With the rapid growth of the Internet of Things (IoT) and Artificial Intelligence (AI), the demand for data processing and the complexity involved have increased significantly. Traditional cloud computing faces limitations such as latency, bandwidth constraints, and privacy concerns, making it challenging to meet real-time data processing needs. <strong>Edge AI<\/strong>\u2014a technology that brings AI algorithms and models directly to edge devices\u2014helps solve these challenges. In this blog, we\u2019ll explore what Edge AI is, the core technologies that enable it, its applications, and its unique advantages.<\/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\tContent of the article\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=\"Open table of contents\"><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 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__43e4030\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t<div id=\"elementor-toc__43e4030\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 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\">Understanding Edge AI<\/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 involves running AI algorithms directly on edge devices, allowing data to be processed close to its source rather than relying solely on the cloud. This approach has several benefits, including reduced latency, enhanced data privacy, and greater efficiency. These features make Edge AI ideal for applications in areas like smart manufacturing, autonomous driving, and IoT.<\/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=\"Edge 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\">Key Technologies in Edge AI<\/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 relies on several critical technologies to make local data processing efficient and reliable. Here\u2019s a look at some of the essential components:<\/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.\tHardware Acceleration<\/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 requires strong computing power, often achieved through specialized hardware components designed for AI tasks:<\/p><ul><li><strong>Application-Specific Integrated Circuits (ASICs)<\/strong>: Designed specifically for AI functions, ASICs deliver high performance while consuming less power.<\/li><li><strong>Graphics Processing Units (GPUs)<\/strong>: Known for their ability to process data in parallel, GPUs are especially suitable for handling complex AI tasks, like neural networks.<\/li><li><strong>Field-Programmable Gate Arrays (FPGAs)<\/strong>: Highly adaptable, FPGAs can be customized for specific AI models, making them valuable in edge AI systems.<\/li><li><strong>Neural Processing Units (NPUs)<\/strong>: Designed specifically for neural networks, NPUs are highly efficient for parallel AI calculations.<\/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.\tModel Optimization and Compression<\/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 devices often have limited storage and processing power, so AI models must be optimized to run smoothly:<\/p><ul><li><strong>Model Quantization<\/strong>: Converts large model parameters into smaller formats to reduce computational load.<\/li><li><strong>Model Pruning<\/strong>: Eliminates unimportant connections in a neural network, reducing its size without sacrificing accuracy.<\/li><li><strong>Knowledge Distillation<\/strong>: Involves training a smaller model to replicate a larger model\u2019s output, saving resources while maintaining effectiveness.<\/li><li><strong>Model Sparsification<\/strong>: Reduces the number of parameters in a model, enhancing computational efficiency.<\/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.\tEdge Computing Architecture<\/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>Processing and analyzing data on the device itself requires a specific architecture designed for real-time performance:<\/p><ul><li><strong>Distributed Edge Device Architecture<\/strong>: Edge nodes can work independently, each collecting and processing data as needed, especially in IoT networks.<\/li><li><strong>Edge-Cloud Collaboration<\/strong>: While some tasks are handled locally, others\u2014like large model training\u2014are done in the cloud, achieving a balance of performance and latency.<\/li><li><strong>Interconnected Edge Devices<\/strong>: Edge devices can communicate directly, supporting real-time applications like autonomous driving and smart factories.<\/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.\tReal-Time Operating Systems (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 applications often need immediate responses, which is why Real-Time Operating Systems are essential for managing time-sensitive tasks:<\/p><ul><li><strong>Lightweight Operating Systems<\/strong>: Systems like FreeRTOS and VxWorks are designed for embedded systems, ensuring quick response times even on low-power hardware.<\/li><li><strong>Containerization and Virtualization<\/strong>: Tools like Docker containers and virtual machines make AI models more portable, and simplify the deployment and update processes.<\/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.\tSecurity in Edge Devices<\/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>Since edge devices often interact directly with users and the physical environment, security and privacy are critical:<\/p><ul><li><strong>Data Encryption<\/strong>: Protects sensitive information during storage and transmission.<\/li><li><strong>Secure Boot<\/strong>: Ensures that only verified software and firmware are allowed to run on the device.<\/li><li><strong>Device Authentication and Authorization<\/strong>: Validates devices and prevents unauthorized access.<\/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.\tNetwork Communication and Protocol Optimization<\/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>Operating remotely, edge devices frequently rely on wireless networks, so efficient protocols help manage data exchange:<\/p><ul><li><strong>Low-Power Wide-Area Networks (LPWAN)<\/strong>: Protocols like LoRa and NB-IoT support low-power transmission over long distances.<\/li><li><strong>5G Technology<\/strong>: Provides high-speed, low-latency connectivity suitable for demanding applications like autonomous driving and remote healthcare.<\/li><li><strong>Edge-Specific Protocols<\/strong>: MQTT and CoAP are designed for quick, efficient data transfer in edge environments.<\/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.\tHeterogeneous Computing<\/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>Many edge devices include different types of processors, such as CPUs, GPUs, NPUs, and FPGAs, each suited to specific tasks. This approach is called heterogeneous computing and maximizes the capabilities of each processor type:<\/p><ul><li><strong>Task Allocation<\/strong>: Distributes tasks to the most appropriate processor based on requirements. For example, simple tasks may run on a CPU, while complex AI models are processed on a GPU.<\/li><li><strong>Collaborative Computing<\/strong>: Multiple edge devices can work together over a network, performing various tasks simultaneously to speed up AI processing.<\/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.\tLocalized AI Model Training<\/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>While edge devices are typically used for inference, some advancements allow local model training, adapting AI models in real-time to specific environments without needing to send data to the cloud:<\/p><ul><li><strong>Federated Learning<\/strong>: Multiple edge devices train AI models collaboratively without sharing data, protecting privacy.<\/li><li><strong>Incremental Learning<\/strong>: Models are updated gradually on edge devices to adapt to changing environments, useful for applications like real-time surveillance.<\/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\">Applications of Edge AI<\/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=\"Applications of Edge AI\" 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 has practical uses in various fields, bringing intelligent decision-making closer to the source of data:<\/p><ul><li><strong>Smart Manufacturing<\/strong>: In automated factories, edge AI optimizes production lines, enhancing efficiency and product quality. For example, it can monitor robots on the production line and make adjustments in real time to maintain consistent output.<\/li><li><strong>Intelligent Transportation<\/strong>: In transportation systems, edge AI analyzes traffic in real time to control signals, reduce congestion, and increase road safety. In vehicles, edge devices enable direct communication between cars, improving the reliability of autonomous driving.<\/li><li><strong>Healthcare<\/strong>: Edge AI in healthcare allows for real-time monitoring and analysis of patient data. For instance, wearable devices running AI algorithms can monitor vital signs like heart rate and blood pressure, issuing alerts if abnormal readings are detected.<\/li><li><strong>Industrial Equipment Monitoring and Maintenance<\/strong>: Edge AI helps monitor industrial equipment, identifying potential issues before they become problems. By analyzing historical data, it also optimizes maintenance schedules, extending the lifespan of machines.<\/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\">Advantages of Edge AI<\/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 offers a range of benefits that make it well-suited for modern applications:<\/p><ul><li><strong>Low Latency<\/strong>: Processing data on the device itself means faster response times, which is crucial for real-time applications.<\/li><li><strong>Efficient Bandwidth Use<\/strong>: By processing and filtering data locally, edge AI reduces the amount of data sent over the network, saving bandwidth and lowering transmission costs.<\/li><li><strong>Enhanced Data Privacy<\/strong>: Local data processing minimizes the need to send data offsite, helping to protect user privacy.<\/li><li><strong>Scalability and Flexibility<\/strong>: Edge AI systems are adaptable, able to scale up or down based on demand, which is essential in diverse environments.<\/li><li><strong>Reliability and Autonomy<\/strong>: Edge devices can continue operating even without internet connectivity, ensuring continuous function for critical tasks.<\/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\">Conclusion: The Future of Edge AI<\/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 is transforming how industries harness AI, bringing processing closer to the source of data, reducing latency, and enabling real-time decision-making. From factory floors to autonomous vehicles, Edge AI is helping industries become smarter and more connected. As companies like InHand Networks continue innovating, Edge AI will play an even larger role in shaping how businesses operate in the future.<\/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: border-box;\n}\n#uc_card_carousel_elementor_4e55453 .uc_classic_carousel_placeholder{\n   position:relative;\n}\n\n\n#uc_card_carousel_elementor_4e55453 .uc_classic_carousel_placeholder img, #uc_card_carousel_elementor_4e55453 .ue_card_carousel_image_overlay{\n  transition: all 300ms;\n}\n\n.card_carousel_title{\n\tfont-size:21px;\n}\n\n.uc_classic_carousel .uc_classic_carousel_border{\n\tdisplay:block;\n    margin:0 auto;\n}\n\n.uc_classic_carousel  .uc_classic_carousel_placeholder img{\n\twidth:100%;    \n    display:inline-flex;\n}\n\n.uc_classic_carousel .uc_classic_carousel_content{\n  display: flex;\n  flex-flow: column nowrap;\n}\n\n.uc_classic_carousel .ue_button{\n  margin-top:auto;\n}\n\n.uc_classic_carousel .uc_classic_carousel_content .uc_more_btn {\n\tdisplay:inline-block;\n\ttext-decoration:none;\n\ttransition: all 0.5s ease;\n}\n\n#uc_card_carousel_elementor_4e55453 .owl-dots {\n  overflow:hidden;\n  text-align:center;\n}\n\n#uc_card_carousel_elementor_4e55453 .owl-dot {\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\/en\/products\/ai-edge-computers\/\" title=\"Learn More\" >          <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/ec942-ai-edge-computer.png\"  src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/ec942-ai-edge-computer.png\" alt=\"EC942 AI Edge Computer\" 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 Edge Computer<\/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\/en\/products\/ai-edge-computers\/\" title=\"Learn More\" >Learn More<\/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\">Related Blogs<\/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\/en\/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 vs. 5G ODU, Which One to Choose?<\/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\/en\/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\">What Are the Differences in Wireless Communication Network Technologies?<\/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\/en\/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 Optic Connector vs Ethernet Port, What Is the Difference?<\/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 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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\/en\/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\/en\/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;\">New 5G Router CR602 Helps Coffee Shops Improve Connectivity and Business Internet Reliability<\/div><\/a>    <div class=\"ue_post_intro\">Ensure reliable business internet for your caf\u00e9 with the CR602 5G router. Designed to prevent downtime,...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\">Learn more &nbsp;&nbsp;&nbsp;\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\/en\/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\/en\/support\/blogs\/clawdbot-edge-deployment-guide\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Goodbye Mac mini \u201cAlways-On\u201d \u2014 A Budget AI Edge Computer Keeps OpenClaw Running 24\/7<\/div><\/a>    <div class=\"ue_post_intro\">Deploy an always-on AI agent on an InHand edge computer with Linux: install Clawdbot, schedule inspections...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/clawdbot-edge-deployment-guide\/\">Learn more &nbsp;&nbsp;&nbsp;\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\/en\/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\/en\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Making Automated Production Lines Truly Controllable and Visible<\/div><\/a>    <div class=\"ue_post_intro\">As automation deepens, production lines rely more than ever on stable network connectivity. This article...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\">Learn more &nbsp;&nbsp;&nbsp;\u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item4\" 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\/en\/support\/blogs\/ai-construction-safety-edge-decision\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/EC5550_notitle-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\/en\/support\/blogs\/ai-construction-safety-edge-decision\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">How AI Reinvents Safety Management at Large Construction Sites with On-Site Decision-Making<\/div><\/a>    <div class=\"ue_post_intro\">Edge AI enables real-time, offline safety monitoring on construction sites. It instantly detects PPE...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/ai-construction-safety-edge-decision\/\">Learn more &nbsp;&nbsp;&nbsp;\u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item5\" 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\/en\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/EC5550-768x563.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\/en\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">From Sampling to 100% AI Inspection<\/div><\/a>    <div class=\"ue_post_intro\">5G Carrier Aggregation explained\u2014unlock ultra-fast, resilient connectivity with the upcoming FWA12 business...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\">Learn more &nbsp;&nbsp;&nbsp;\u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item6\" 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\/en\/support\/blogs\/what-is-carrier-aggregation\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/carrier-aggregation-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\/en\/support\/blogs\/what-is-carrier-aggregation\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">What is Carrier Aggregation (CA)?<\/div><\/a>    <div class=\"ue_post_intro\">5G Carrier Aggregation explained\u2014unlock ultra-fast, resilient connectivity with the upcoming FWA12 business...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/what-is-carrier-aggregation\/\">Learn more &nbsp;&nbsp;&nbsp;\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\/en\/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\/en\/support\/blogs\/eu-nis2-directive-compliance-guide\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">EU NIS 2 Directive: How InHand Networks Helps You Stay Compliant and Secure<\/div><\/a>    <div class=\"ue_post_intro\">From compliance to resilience, InHand Networks is your trusted partner for NIS 2 readiness.<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/eu-nis2-directive-compliance-guide\/\">Learn more &nbsp;&nbsp;&nbsp;\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\/en\/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\/en\/support\/blogs\/what-is-wi-fi-7\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">What is Wi-Fi 7?<\/div><\/a>    <div class=\"ue_post_intro\">Discover how Wi-Fi 7 boosts speed, reduces latency, and supports more devices\u2014transforming business...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/what-is-wi-fi-7\/\">Learn more &nbsp;&nbsp;&nbsp;\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\/en\/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); 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\/en\/support\/blogs\/traffic-shaping-for-network-management\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Traffic Shaping: The Invisible Hand of Network Management<\/div><\/a>    <div class=\"ue_post_intro\">Discover how traffic shaping improves network performance by prioritizing critical data. Learn how InHand\u2019s...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/traffic-shaping-for-network-management\/\">Learn more &nbsp;&nbsp;&nbsp;\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\/en\/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\/en\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Deploying AWS IoT SiteWise on the InHand EC942 for Industrial Data Insights<\/div><\/a>    <div class=\"ue_post_intro\">Deploy AWS IoT SiteWise on the EC942 for real-time industrial data insights with secure, edge-to-cloud...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/en\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\">Learn more &nbsp;&nbsp;&nbsp;\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>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Learn about edge AI, key technologies involved in edge AI, how it helps boost productivity and typical use scenarios.<\/p>\n","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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