{"id":97432,"date":"2024-06-26T03:28:46","date_gmt":"2024-06-26T03:28:46","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=97432"},"modified":"2024-07-19T06:26:49","modified_gmt":"2024-07-19T06:26:49","slug":"machine-learning-systems-with-tinyml-join-the-open-source-movement-to-accelerate-ml-development-at-the-edge","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2024\/06\/26\/machine-learning-systems-with-tinyml-join-the-open-source-movement-to-accelerate-ml-development-at-the-edge\/","title":{"rendered":"Machine Learning Systems with TinyML: Join the Open-Source Movement to Accelerate ML Development at the Edge"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"97432\" class=\"elementor elementor-97432\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a2f8966 e-flex e-con-boxed e-con e-parent\" data-id=\"a2f8966\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c641f03 elementor-widget elementor-widget-text-editor\" data-id=\"c641f03\" 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<span id=\"scroll6a1dba98e9889\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">We are excited to introduce &#8220;<\/span><a href=\"https:\/\/harvard-edge.github.io\/cs249r_book\/\"><span style=\"color: #99cc00;\"><strong>Machine Learning Systems with TinyML<\/strong><\/span><\/a><span style=\"font-weight: 400;\">&#8221; an open-source textbook written, edited and curated by <\/span><a href=\"https:\/\/www.linkedin.com\/in\/vijay-janapa-reddi-63a6a173\/\"><strong>Prof. Vijay Janapa Reddi<\/strong><\/a><span style=\"font-weight: 400;\"> from Harvard University. This comprehensive academic textbook explores building and deploying ML systems, emphasizing TinyML to illustrate end-to-end concepts. It covers data engineering, model optimization, edge deployment, and sustainable AI, aiming to bridge the gap between theory and practical application in ML systems.<\/span><\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-19bc568 e-flex e-con-boxed e-con e-parent\" data-id=\"19bc568\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4324e84 elementor-widget elementor-widget-image\" data-id=\"4324e84\" 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<span id=\"scroll6a1dba98eb018\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1200\" height=\"628\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u5207\u56fe-85@1x-1.jpg\" class=\"attachment-full size-full wp-image-97434\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u5207\u56fe-85@1x-1.jpg 1200w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u5207\u56fe-85@1x-1-300x157.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u5207\u56fe-85@1x-1-1030x539.jpg 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u5207\u56fe-85@1x-1-768x402.jpg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u5207\u56fe-85@1x-1-32x17.jpg 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u5207\u56fe-85@1x-1-1024x536.jpg 1024w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3821586 e-flex e-con-boxed e-con e-parent\" data-id=\"3821586\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a212ad4 elementor-widget elementor-widget-spacer\" data-id=\"a212ad4\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba98ebed2\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-02adfdc e-flex e-con-boxed e-con e-parent\" data-id=\"02adfdc\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f4ffa01 elementor-widget elementor-widget-heading\" data-id=\"f4ffa01\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba98ed2d5\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">A Collaborative Effort<\/h2>\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-494960d e-flex e-con-boxed e-con e-parent\" data-id=\"494960d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e69bfb2 elementor-widget elementor-widget-text-editor\" data-id=\"e69bfb2\" 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<span id=\"scroll6a1dba98ee0d0\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">The creation of this book is a collaborative effort, driven by a shared vision of creating a reference material that encompasses the vast expanse of knowledge and insights gained throughout the study of Machine Learning Systems. It is a work in progress, serving as a valuable resource for anyone venturing into the world of Machine Learning Systems. You can see the full list of individual contributors<\/span> <a href=\"https:\/\/harvard-edge.github.io\/cs249r_book\/contents\/contributors.html\"><span style=\"color: #99cc00;\"><strong>here<\/strong><\/span><\/a><span style=\"font-weight: 400;\">.<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/p><p><span style=\"color: #99cc00;\"><b>We are proud to share that Seeed Studio&#8217;s application engineers have also contributed to the content, enriching the book with practical insights and real-world applications.<\/b><\/span><\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-27dfaae e-flex e-con-boxed e-con e-parent\" data-id=\"27dfaae\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10a6cd7 elementor-widget elementor-widget-heading\" data-id=\"10a6cd7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba98eedd4\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Call for Contributors<\/h2>\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-f198b37 e-flex e-con-boxed e-con e-parent\" data-id=\"f198b37\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-85ca439 elementor-widget elementor-widget-text-editor\" data-id=\"85ca439\" 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<span id=\"scroll6a1dba98efb16\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>This book welcomes contributions from everyone. Your contributions are welcome and can encompass a variety of tasks, such as:<\/p><ul><li>Identifying and reporting any bugs in the examples<\/li><li>Correcting typographical errors in the documentation<\/li><li>Contributing additional examples<\/li><li>Authoring a new chapter<\/li><li>Suggesting topics for new chapters<\/li><li>Enhancing the accessibility of the material<\/li><\/ul>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3c61923 e-flex e-con-boxed e-con e-parent\" data-id=\"3c61923\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-337c138 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"337c138\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba98f1275\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/github.com\/harvard-edge\/cs249r_book\">\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\">Contribute Now<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62713b5 e-flex e-con-boxed e-con e-parent\" data-id=\"62713b5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9eb6838 elementor-widget elementor-widget-heading\" data-id=\"9eb6838\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba98f1f73\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Hardware Donation<\/h2>\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-bf9cd5e e-flex e-con-boxed e-con e-parent\" data-id=\"bf9cd5e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2079c3c elementor-widget elementor-widget-text-editor\" data-id=\"2079c3c\" 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<span id=\"scroll6a1dba98f2cda\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">In addition to content co-creation, <strong>Seeed Studio is donating a tinyML kit (<\/strong><\/span><strong><a href=\"https:\/\/www.seeedstudio.com\/XIAO-ESP32S3-Sense-p-5639.html\"><span style=\"color: #99cc00;\">XIAO ESP32S3 Sense<\/span><\/a> and <a href=\"https:\/\/www.seeedstudio.com\/Micro-SD-Card-Tool-Kit-p-5772.html\"><span style=\"color: #99cc00;\">Micro SD Card<\/span><\/a><\/strong><span style=\"font-weight: 400;\"><strong>) for<\/strong> <strong>every 25 stars received on the book\u2019s<\/strong><\/span><strong><a href=\"https:\/\/github.com\/harvard-edge\/cs249r_book\"> GitHub repository<\/a><\/strong><span style=\"font-weight: 400;\">, up to 1000 stars. These kits will act as the course materials for students across institutions in developing countries through the<\/span> <a href=\"https:\/\/tinyml.seas.harvard.edu\/\"><strong>tinyML4D program<\/strong><\/a><span style=\"font-weight: 400;\">, supported by<\/span><a href=\"https:\/\/www.harvard.edu\/\"> <span style=\"font-weight: 400;\">Harvard University<\/span><\/a><span style=\"font-weight: 400;\">, the<\/span><a href=\"https:\/\/www.tinyml.org\/\"> <span style=\"font-weight: 400;\">tinyML Foundation<\/span><\/a><span style=\"font-weight: 400;\">, and the<\/span><a href=\"https:\/\/www.ictp.it\/\"> <span style=\"font-weight: 400;\">Abdus Salam International Centre for Theoretical Physics (ICTP)<\/span><\/a><span style=\"font-weight: 400;\">. These compact devices will enable recipients to explore the vast possibilities of TinyML and develop innovative solutions to local challenges.<\/span><\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32dc58b e-flex e-con-boxed e-con e-parent\" data-id=\"32dc58b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8429606 elementor-widget elementor-widget-image\" data-id=\"8429606\" 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<span id=\"scroll6a1dba9900811\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.seeedstudio.com\/XIAO-ESP32S3-Sense-p-5639.html\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"866\" height=\"611\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_1719212397599.png\" class=\"attachment-full size-full wp-image-97436\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_1719212397599.png 866w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_1719212397599-300x212.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_1719212397599-768x542.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/06\/\u4f01\u4e1a\u5fae\u4fe1\u622a\u56fe_1719212397599-32x23.png 32w\" sizes=\"(max-width: 866px) 100vw, 866px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">(Seeed Studio XIAO ESP32S3 Sense)<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0fe5146 e-flex e-con-boxed e-con e-parent\" data-id=\"0fe5146\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b261df7 elementor-widget elementor-widget-text-editor\" data-id=\"b261df7\" 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<span id=\"scroll6a1dba990195a\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">The TinyML4D program is dedicated to enabling innovative solutions for the unique challenges faced by developing countries, improving global access to educational materials for the cutting-edge field of TinyML. Your support can make a difference! <span style=\"color: #000000;\"><strong>\u2b50\ufe0f Star the<\/strong><\/span><\/span><span style=\"color: #000000;\"><strong> <a href=\"https:\/\/github.com\/harvard-edge\/cs249r_book\">GitHub repository<\/a><\/strong><\/span><span style=\"font-weight: 400;\"><span style=\"color: #000000;\"><strong> now<\/strong> <\/span>to support this educational initiative and be part of a global movement advancing machine learning education.<\/span><\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-63808cf e-flex e-con-boxed e-con e-parent\" data-id=\"63808cf\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ce3eb6 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"4ce3eb6\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba990276c\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/github.com\/harvard-edge\/cs249r_book\">\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\">Join the Movement<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4b83e3b e-flex e-con-boxed e-con e-parent\" data-id=\"4b83e3b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-42a27ad elementor-widget elementor-widget-text-editor\" data-id=\"42a27ad\" 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<span id=\"scroll6a1dba99034b7\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">While we initially start from 40 kits, discussions are ongoing to establish a more resilient mechanism for continuous support, hoping to bring the benefits of TinyML to regions where it can make the most significant impact. Stay tuned for more updates!<\/span><\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-66f864e e-flex e-con-boxed e-con e-parent\" data-id=\"66f864e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e2ee7d3 elementor-widget elementor-widget-heading\" data-id=\"e2ee7d3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba9904266\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">More About the Book<\/h2>\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-4944563 e-flex e-con-boxed e-con e-parent\" data-id=\"4944563\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac27177 elementor-widget elementor-widget-text-editor\" data-id=\"ac27177\" 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<span id=\"scroll6a1dba990535f\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>&#8220;Machine Learning Systems with TinyML&#8221; offers a comprehensive look at ML systems development, including:<\/p><ul><li>Data Collection: Methods for gathering and processing data.<\/li><li>Model Design: Techniques for designing efficient ML models.<\/li><li>Optimization and Acceleration: Strategies for optimizing ML models for performance.<\/li><li>Security Hardening: Ensuring robust and secure ML deployments.<\/li><li>Integration: Seamlessly integrating ML systems into real-world applications.<\/li><\/ul><p>The book, structured through the lens of TinyML, makes complex concepts accessible and practical for in-class learning. It also addresses ethical considerations and societal challenges in deploying AI. Readers will:<\/p><ul><li>Understand Core Concepts: By covering data collection, model design, optimization, security, and integration, the book ensures a well-rounded understanding of ML systems.<\/li><li>Apply Theory to Practice: Practical insights and real-world applications make the transition from theoretical knowledge to practical implementation seamless.<\/li><li>Stay Updated: The book&#8217;s open-source nature means it is continually updated to reflect the latest advancements in the field.<\/li><\/ul><p>Whether you&#8217;re just starting or looking to deepen your understanding, this book offers valuable knowledge that can propel your journey in machine learning.<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a5a232a e-flex e-con-boxed e-con e-parent\" data-id=\"a5a232a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5ff16 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"4b5ff16\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba9906667\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/harvard-edge.github.io\/cs249r_book\/\">\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\">Read the Book Now<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62960e4 e-flex e-con-boxed e-con e-parent\" data-id=\"62960e4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d598b1 elementor-widget elementor-widget-heading\" data-id=\"6d598b1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba9907ed6\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Join the Movement<\/h2>\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-803247a e-flex e-con-boxed e-con e-parent\" data-id=\"803247a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7908bc9 elementor-widget elementor-widget-text-editor\" data-id=\"7908bc9\" 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<span id=\"scroll6a1dba9908f1a\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">&#8220;Machine Learning Systems with TinyML&#8221; is more than just a textbook; it&#8217;s a collaborative, ever-evolving resource aimed at bridging the gap between theoretical and practical aspects of machine learning systems. <\/span><span style=\"font-weight: 400;\">Dive into &#8220;Machine Learning Systems with TinyML&#8221; and become an integral part of a global effort to make AI more accessible, efficient, and impactful. Let&#8217;s build the future of machine learning together!<\/span><\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c5e03d3 e-flex e-con-boxed e-con e-parent\" data-id=\"c5e03d3\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dcee3c3 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"dcee3c3\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba9909d52\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/github.com\/harvard-edge\/cs249r_book\">\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\">Join Us Now<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1f08c0b e-flex e-con-boxed e-con e-parent\" data-id=\"1f08c0b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e4908f3 elementor-widget elementor-widget-spacer\" data-id=\"e4908f3\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a1dba990a9fe\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>We are excited to introduce &#8220;Machine Learning Systems with TinyML&#8221; an open-source textbook written, edited<\/p>\n","protected":false},"author":3614,"featured_media":97434,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"iawp_total_views":0,"footnotes":""},"categories":[1],"tags":[4628,75,4953,4418,3171,4665,3129],"class_list":["post-97432","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-machinelearning","tag-open-source-hardware","tag-teaching","tag-tech-for-good","tag-tinyml","tag-tool-kit","tag-xiao"],"yoast_head":"<!-- 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