{"id":16995,"date":"2025-11-13T16:13:55","date_gmt":"2025-11-14T00:13:55","guid":{"rendered":"https:\/\/embeddedvisionsummit.com\/2026\/?page_id=16995"},"modified":"2026-05-07T07:33:16","modified_gmt":"2026-05-07T14:33:16","slug":"deep-dive-days-2023","status":"publish","type":"page","link":"https:\/\/embeddedvisionsummit.com\/2026\/deep-dive-days\/","title":{"rendered":"Edge AI Deep Dive Day&#x2122;"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"16995\" class=\"elementor elementor-16995\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-df144d9 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df144d9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4532568\" data-id=\"4532568\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2b0e0e4 elementor-widget elementor-widget-heading\" data-id=\"2b0e0e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">We're proud to announce the Deep Dive Session for the 2026 Summit<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ba8ff3 elementor-widget elementor-widget-text-editor\" data-id=\"0ba8ff3\" data-element_type=\"widget\" data-e-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\t\t<p>The Edge AI Deep Dive Day includes in-person sessions where the industry&#8217;s leading companies delve into specific topics in visual and AI. Deep Dive sessions are focused on a unique subject, and is a fantastic opportunity to thoroughly explore vital aspects of AI.<\/p><p>We are excited to be offering in-depth sessions on <strong>Tuesday, May 20<\/strong>\u00a0at the 2025 Embedded Vision Summit.\u00a0Deep Dive session tickets are $25 each and may be purchased with or without a Summit pass.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-466cba1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"466cba1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6726fea\" data-id=\"6726fea\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-86521d2 elementor-section-stretched elementor-section-content-space-between elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"86521d2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4407169\" data-id=\"4407169\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8f3d7f elementor-widget elementor-widget-image\" data-id=\"b8f3d7f\" data-element_type=\"widget\" data-e-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 fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"320\" src=\"https:\/\/embeddedvisionsummit.com\/2026\/wp-content\/uploads\/sites\/16\/2021\/03\/EdgeImpulseLogo_Stacked.png\" class=\"attachment-large size-large wp-image-10047\" alt=\"\" \/>\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-48a613a elementor-widget elementor-widget-heading\" data-id=\"48a613a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"> Create Better Models and Deploy Them Everywhere with Edge Impulse<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07efcc9 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"07efcc9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/embeddedvisionsummit.com\/2026\/deep-dive-session-edge-impulse\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ef12a4f\" data-id=\"ef12a4f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a1d78f3 elementor-widget elementor-widget-image\" data-id=\"a1d78f3\" data-element_type=\"widget\" data-e-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 decoding=\"async\" width=\"640\" height=\"320\" src=\"https:\/\/embeddedvisionsummit.com\/2026\/wp-content\/uploads\/sites\/16\/2020\/02\/NotaAI_logo_640x320.png\" class=\"attachment-large size-large wp-image-15630\" alt=\"\" \/>\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-e9b36a5 elementor-widget elementor-widget-video\" data-id=\"e9b36a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/4G0cipW7fPI&quot;,&quot;show_image_overlay&quot;:&quot;yes&quot;,&quot;image_overlay&quot;:{&quot;url&quot;:&quot;https:\\\/\\\/embeddedvisionsummit.com\\\/2026\\\/wp-content\\\/uploads\\\/2023\\\/03\\\/2023_DeepDive_Nota_1200x630-01.jpg&quot;,&quot;id&quot;:&quot;19074&quot;,&quot;size&quot;:&quot;&quot;,&quot;alt&quot;:&quot;&quot;,&quot;source&quot;:&quot;library&quot;},&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t\t\t<div class=\"elementor-custom-embed-image-overlay\" style=\"background-image: url(https:\/\/embeddedvisionsummit.com\/2026\/wp-content\/uploads\/sites\/16\/2023\/03\/2023_DeepDive_Nota_1200x630-01.jpg);\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-custom-embed-play\" role=\"button\" aria-label=\"Play Video\" tabindex=\"0\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-play\"><\/i>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-65431dc elementor-widget elementor-widget-heading\" data-id=\"65431dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Maximizing Efficiency of Edge AI Models with Minimum Effort<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff57f13 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ff57f13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/embeddedvisionsummit.com\/2026\/deep-dive-session-nota-ai\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn More<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3495a89 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3495a89\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-beec36e\" data-id=\"beec36e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ed68f5b elementor-widget elementor-widget-image\" data-id=\"ed68f5b\" data-element_type=\"widget\" data-e-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 decoding=\"async\" width=\"768\" height=\"138\" src=\"https:\/\/embeddedvisionsummit.com\/2026\/wp-content\/uploads\/sites\/16\/2023\/04\/qualcomm_logo_blue-e1742854122430-768x138.png\" class=\"attachment-medium_large size-medium_large wp-image-19806\" alt=\"\" \/>\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-3f637ca elementor-widget elementor-widget-heading\" data-id=\"3f637ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Compiling and Optimizing AI Models for Deployment on \nQualcomm Hexagon NPUs with Qualcomm AI Hub<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9868c19 elementor-widget elementor-widget-heading\" data-id=\"9868c19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Wednesday, May 13, 2026, 9:00 am - 12:00 noon<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a142de elementor-widget elementor-widget-heading\" data-id=\"8a142de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">At the SEMI Innovation Center, 673 S Milpitas Blvd., Milpitas, CA 95035<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-399c582 elementor-widget elementor-widget-text-editor\" data-id=\"399c582\" data-element_type=\"widget\" data-e-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\t\t<p>You already know why on\u2011device AI matters. But do you know how to achieve real-time latency targets on Qualcomm-powered devices? Learn how to compile, optimize and test models for a specific device and runtime, while preserving accuracy and staying within memory constraints. To deploy AI on device at scale, you need a repeatable workflow that automates optimization and continually deploys the most efficient model across a diverse portfolio of Qualcomm SoCs. Those practices directly shape real\u2011world user experiences, from low\u2011power handheld devices to higher\u2011performance edge appliances.<\/p>\n<p><strong>This workshop focuses on on\u2011device AI as it exists in production today: power\u2011limited, latency\u2011sensitive, and deployed across millions of devices and chipsets, rather than a single reference platform.<\/strong><\/p>\n<p>Does this sound familiar?<span style=\"font-size: 17.3056px;\"><br><\/span><\/p>\n<ul>\n<li><span style=\"font-size: 17.3056px;\">A model performs well in training, but accuracy isn\u2019t met on device once it is compiled for the NPU.<\/span><\/li>\n<li>Optimization techniques exist, but it is hard to reason about their downstream impact.<\/li>\n<li>A model is ready to be deployed on one chipset, but it needs to be deployed and tested against all chipsets users will run it on.<\/li>\n<\/ul>\n<p><b>This workshop is designed for teams who are deploying edge AI and want an end-to-end workflow for selecting a runtime, quantizing their model, determining performance bottlenecks and understanding how to integrate a compiled model within their software application. <\/b><\/p>\n<p>You will select a model\u2014either bring your own or start with our collection. Then submit jobs through Python APIs, inspecting performance down to the operator and layer level to understand how compilation and quantization choices affect on\u2011device behavior. Qualcomm AI Hub products provide a workflow for deploying performance-optimized models on-device:<strong><br><\/strong><\/p>\n<ul>\n<li><strong>Qualcomm AI Hub Models<\/strong>, a curated collection of 300+ pre\u2011optimized and profiled models that serve as starting points for NPU deployment<\/li>\n<li><strong>Qualcomm AI Hub Workbench<\/strong>, the platform used to optimize (compile and quantize) and test (profile and inference) models on real Qualcomm devices with various runtimes<\/li>\n<li><strong>Qualcomm AI Hub Apps<\/strong>, which provide sample applications for executing inference and collecting on\u2011device performance data<\/li>\n<\/ul>\n<p>Designed for ML and software engineers who want to ship AI models on Qualcomm-powered edge devices, this technical hands-on session strengthens how teams approach selecting and deploying optimized models on Qualcomm NPUs. Participants will leave with a working application, device\u2011level performance data, and APIs to obtain optimized assets and integrate them directly into existing development workflows. Come walk through hands on examples: run inference on real edge devices, walk through our gesture recognition model and app and discuss constraints of large language models on device.&nbsp;<\/p>\n<p><strong>Hardware Requirements<\/strong><br>Laptop: A device able to run Python commands via a code editor is required (no phone or iPad)<br>You will also be asked to create an account for Qualcomm AI Hub Workbench prior to the session (more info to follow)<\/p>\n<p><span style=\"font-size: 17.3056px;\">A <\/span><span style=\"font-size: 17.3056px;\">separate registration and a $25 fee is required.<\/span><\/p>\n<p><b>Please note<\/b> that this workshop takes place at the <span style=\"color: #c45656;\"><b>SEMI Innovation Center,&nbsp;<\/b><\/span><span style=\"font-size: 17.3056px;\"><span style=\"color: #c45656;\"><b>673 S Milpitas Blvd., Milpitas, CA 95035<\/b><\/span>, about a 15 minute drive from the Santa Clara Convention Center.<\/span><\/p>\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-485c380 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"485c380\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/edge-ai-vision.swoogo.com\/2026EVS\/register?reg_type_id=982078\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Register for the Qualcomm Deep Dive Today<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-94fa1e6 elementor-widget__width-initial e-transform elementor-widget elementor-widget-video\" data-id=\"94fa1e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/AUM1DoGZwSY&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;,&quot;_transform_translateX_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ffe8d5 elementor-widget elementor-widget-spacer\" data-id=\"9ffe8d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-b83c4d3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b83c4d3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-db5ce7f\" data-id=\"db5ce7f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-38c2ee1 elementor-widget elementor-widget-text-editor\" data-id=\"38c2ee1\" data-element_type=\"widget\" data-e-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\t\t<h2>Sign Up to Get the Latest Updates on the Embedded Vision Summit Program<\/h2><p>Learn about the newest speakers, sessions and other noteworthy details about the Summit Program by leaving us a few details.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element 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