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What is edge based machine learning?
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Days</span></a></li> </ul></div></nav><div style="padding-top:10px;text-align:center"><div id='div-gpt-microcontroller_largeleader'> <script> googletag.cmd.push(function() { googletag.display('div-gpt-microcontroller_largeleader'); }); </script> </div></div><div class="site-inner"><div class="content-sidebar-wrap"><main class="content" id="genesis-content"><article class="post-15246 post type-post status-publish format-standard has-post-thumbnail category-aerospace-and-defense category-applications category-machine-learning category-microcontroller entry" aria-label="Expanded MCU portfolio optimized for machine learning at the edge"><header class="entry-header"><h1 class="entry-title">Expanded MCU portfolio optimized for machine learning at the edge</h1> <p class="entry-meta"><time class="entry-time">April 4, 2024</time> By <span class="entry-author"><a href="https://www.microcontrollertips.com/author/akalnoskas/" class="entry-author-link" rel="author"><span class="entry-author-name">Aimee Kalnoskas</span></a></span> <span class="entry-comments-link"><a href="https://www.microcontrollertips.com/expanded-mcu-portfolio-optimized-for-machine-learning-at-the-edge/#respond">Leave a Comment</a></span> </p></header><div class="entry-content"><div class="addtoany_share_save_container addtoany_content addtoany_content_top"><div class="a2a_kit a2a_kit_size_16 addtoany_list" data-a2a-url="https://www.microcontrollertips.com/expanded-mcu-portfolio-optimized-for-machine-learning-at-the-edge/" data-a2a-title="Expanded MCU portfolio optimized for machine learning at the edge"><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fwww.microcontrollertips.com%2Fexpanded-mcu-portfolio-optimized-for-machine-learning-at-the-edge%2F&linkname=Expanded%20MCU%20portfolio%20optimized%20for%20machine%20learning%20at%20the%20edge" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_x" href="https://www.addtoany.com/add_to/x?linkurl=https%3A%2F%2Fwww.microcontrollertips.com%2Fexpanded-mcu-portfolio-optimized-for-machine-learning-at-the-edge%2F&linkname=Expanded%20MCU%20portfolio%20optimized%20for%20machine%20learning%20at%20the%20edge" title="X" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fwww.microcontrollertips.com%2Fexpanded-mcu-portfolio-optimized-for-machine-learning-at-the-edge%2F&linkname=Expanded%20MCU%20portfolio%20optimized%20for%20machine%20learning%20at%20the%20edge" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fwww.microcontrollertips.com%2Fexpanded-mcu-portfolio-optimized-for-machine-learning-at-the-edge%2F&linkname=Expanded%20MCU%20portfolio%20optimized%20for%20machine%20learning%20at%20the%20edge" title="Email" rel="nofollow noopener" target="_blank"></a></div></div><p><a href="https://www.microcontrollertips.com/wp-content/uploads/2024/04/Grafik-PSoC-Edge-Update-small.jpg"><img decoding="async" class="alignright wp-image-15256 perfmatters-lazy" src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20width='522'%20height='348'%20viewBox='0%200%20522%20348'%3E%3C/svg%3E" alt width="522" height="348" data-src="https://www.microcontrollertips.com/wp-content/uploads/2024/04/Grafik-PSoC-Edge-Update-small.jpg" data-srcset="https://www.microcontrollertips.com/wp-content/uploads/2024/04/Grafik-PSoC-Edge-Update-small.jpg 550w, https://www.microcontrollertips.com/wp-content/uploads/2024/04/Grafik-PSoC-Edge-Update-small-300x200.jpg 300w, https://www.microcontrollertips.com/wp-content/uploads/2024/04/Grafik-PSoC-Edge-Update-small-150x100.jpg 150w" data-sizes="(max-width: 522px) 100vw, 522px" /><noscript><img decoding="async" class="alignright wp-image-15256 " src="https://www.microcontrollertips.com/wp-content/uploads/2024/04/Grafik-PSoC-Edge-Update-small.jpg" alt="" width="522" height="348" srcset="https://www.microcontrollertips.com/wp-content/uploads/2024/04/Grafik-PSoC-Edge-Update-small.jpg 550w, https://www.microcontrollertips.com/wp-content/uploads/2024/04/Grafik-PSoC-Edge-Update-small-300x200.jpg 300w, https://www.microcontrollertips.com/wp-content/uploads/2024/04/Grafik-PSoC-Edge-Update-small-150x100.jpg 150w" sizes="(max-width: 522px) 100vw, 522px" /></noscript></a>Infineon Technologies AG has unveiled the latest addition to its product lineup with the introduction of the PSOC™ Edge family of microcontrollers (MCUs) tailored specifically for <a href="https://www.engineersgarage.com/what-is-machine-learning/" target="_blank" rel="noopener">machine learning</a> (ML) applications. The release includes three distinct series, namely the E81, E83, and E84, each offering a flexible and compatible array of performance levels, features, and memory options. Equipped with comprehensive system design tools and software support, developers can seamlessly transition from idea to market-ready product, empowering the realization of innovative ML-enabled solutions for the Internet of Things (IoT), consumer electronics, and industrial sectors.</p> <p>At the core of Infineon’s PSOC Edge E81, E83, and E84 microcontrollers lies the robust Arm Cortex®-M55 architecture, augmented with Helium™ DSP support alongside Arm Ethos™-U55 and Cortex-M33 integrated with Infineon’s cutting-edge NNLite technology—a proprietary hardware accelerator engineered for neural network acceleration. These MCU series boast a rich assortment of peripherals, on-chip memory, and robust hardware security features, supplemented by diverse connectivity options, encompassing USB HS/FS with PHY CAN, Ethernet, WiFi® 6, BTBLE, and Matter protocols.</p> <p>Designed to cater to a myriad of applications, the PSOC Edge E8x series finds utility in Human Machine Interface (HMI) applications within appliances, industrial machinery, smart home systems, security devices, robotics, and wearables. Notably, all three series support voice/audio sensing for activation and control, with the E83 and E84 MCUs offering enhanced functionality for advanced HMI implementations, such as ML-based wake-up capabilities, vision-based position detection, and face/object recognition. Elevating the feature set further, the PSOC Edge E84 series integrates a low-power graphics display, capable of resolutions up to 1028×768, to meet the demands of diverse application scenarios.</p> <div class="bawmrp"> <h3>You may also like:</h3> <ul> <li style="float:left;width:120px;height:auto;overflow:hidden;list-style:none;border-right: 1px solid #ccc;text-align:center;padding:0px 5px;" class="bawmrp_manual"><a href="https://www.microcontrollertips.com/what-are-the-four-types-of-machine-learning-and-what-are-they-used-for/"><img decoding="async" width="100" height="100" src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20width='100'%20height='100'%20viewBox='0%200%20100%20100'%3E%3C/svg%3E" class="attachment-100x100 size-100x100 wp-post-image perfmatters-lazy" alt data-src="https://www.microcontrollertips.com/wp-content/uploads/2023/12/What-are-the-four-types-of-machine-learning-and-what-are-they-used-for-Figure-2-150x150.jpg" /><noscript><img decoding="async" 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