{"id":6493,"date":"2022-07-28T10:38:19","date_gmt":"2022-07-28T02:38:19","guid":{"rendered":"https:\/\/makerpro.cc\/tutors\/?post_type=docs&#038;p=6493"},"modified":"2023-03-06T14:26:49","modified_gmt":"2023-03-06T06:26:49","password":"","slug":"%e3%80%90mcu-%e4%b9%9f%e8%83%bd%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e3%80%91tinyml%e6%8a%80%e8%a1%93%e7%94%9f%e6%85%8b%e7%9f%a5%e5%a4%9a%e5%b0%91%ef%bc%9f","status":"publish","type":"docs","link":"https:\/\/makerpro.cc\/makerlearn\/knowledgebase\/%e3%80%90mcu-%e4%b9%9f%e8%83%bd%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e3%80%91tinyml%e6%8a%80%e8%a1%93%e7%94%9f%e6%85%8b%e7%9f%a5%e5%a4%9a%e5%b0%91%ef%bc%9f\/","title":{"rendered":"\u3010MCU \u4e5f\u80fd\u6a5f\u5668\u5b78\u7fd2\u3011TinyML\u6280\u8853\u751f\u614b\u77e5\u591a\u5c11\uff1f"},"content":{"rendered":"<h3>TinyML \u7684\u512a\u9ede\u6709\u54ea\u4e9b?<\/h3>\n<p>\u8209\u51e1\u80fd\u5728 MCU \u904b\u4f5c\u7684 AI \/ ML \u63a8\u8ad6\u5de5\u4f5c\uff0c TinyML \u7684\u512a\u9ede\u6709\u4ee5\u4e0b\u5e7e\u9ede :<\/p>\n<ol>\n<li>\u66f4\u5feb\u901f\u7684\u7372\u5f97\u63a8\u8ad6\u7d50\u679c\uff0c\u7701\u53bb\u8207\u96f2\u7aef\u6a5f\u623f\u6e9d\u901a\u7684\u6642\u9593<\/li>\n<li>Internet\u901a\u8a0a\u82e5\u4ee5\u6d41\u91cf\u8a08\u8cbb\uff0c\u5247\u80fd\u7bc0\u7701\u901a\u8a0a\u82b1\u8cbb<\/li>\n<li>\u63a8\u8ad6\u5de5\u4f5c\u4e0d\u6703\u53d7\u5230 Internet \u7684\u72c0\u614b\u5f71\u97ff<\/li>\n<li>\u8cc7\u8a0a\u8f03\u5c11\u5728Internet\u4e0a\u50b3\u905e\uff0c\u6709\u52a9\u63d0\u5347\u8cc7\u6599\u5b89\u5168\u6027<\/li>\n<\/ol>\n<h3>TinyML \u8edf\u9ad4\u3001\u5e73\u53f0\u6709\u54ea\u4e9b?<\/h3>\n<p>\u8981\u5be6\u73fe TinyML \uff0c\u8edf\u9ad4\u662f\u4e00\u5927\u91cd\u9ede\uff0c\u76ee\u524d\u5df2\u6709\u591a\u5bb6\u696d\u8005\u63d0\u51fa TinyML \u8edf\u9ad4\u65b9\u6848 :<\/p>\n<h4>TFLite Micro<\/h4>\n<p>Google \u63a8\u51fa\u7684 TFLite Micro \u4f7f\u7528C++\u8a9e\u8a00\u64b0\u5beb AI \/ ML \u7a0b\u5f0f\uff0c\u5176\u64b0\u5beb\u7684\u7a0b\u5f0f\u53ef\u5728 Cortex-M \u7cfb\u5217\u7684 MCU \u4e0a\u57f7\u884c\uff0cTFLite Micro \u4e5f\u96a8\u958b\u767c\u5957\u4ef6\u63d0\u4f9b\u5e7e\u500b\u7bc4\u4f8b\u7a0b\u5f0f\uff1a<\/p>\n<ol>\n<li>\u8fa8\u8b58\u51fa\u8a71\u8a9e\u4e2d\u662f\u5426\u6709\u4eba\u8aaa Yes \u6216 No<\/li>\n<li>\u900f\u904e\u52a0\u901f\u5ea6\u611f\u6e2c\u5668\u7684\u6416\u6643\u6578\u503c\u8fa8\u8b58\u51fa\u4eba\u7684\u624b\u52e2\u52d5\u4f5c<\/li>\n<li>\u8fa8\u8b58\u5f71\u50cf\u4e2d\u662f\u5426\u6709\u4eba<\/li>\n<\/ol>\n<h4>Edge Impulse<\/h4>\n<p>\u4e0d\u540c\u65bc TFLite Micro \u9700\u8981\u4e0b\u8f09\u5b89\u88dd\uff0c Edge Impulse \u5e73\u53f0\u767b\u5165\u5f8c\u5373\u53ef\u4f7f\u7528\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u76f4\u63a5\u5728\u4e0a\u982d\u8a13\u7df4\u3001\u9a57\u8b49\u6a21\u578b\uff0c\u6700\u5f8c\u5c07\u5b8c\u6210\u7684\u6a21\u578b\u7a0b\u5f0f\u653e\u5165MCU\u5167\u3002Edge Impulse \u5177\u6709\u908a\u7de3\u6700\u4f73\u5316\u795e\u7d93\uff08Edge Optimised Neural, EON\uff09\u7de8\u8b6f\u5668\uff0c\u4f7f\u7528 Edge Impulse \u53ef\u4ee5\u8f03\u4f7f\u7528 TFLite Micro \u6e1b\u5c11 25\uff5e55% \u7684 RAM \u8a18\u61b6\u9ad4\u8207 35% \u7684\u5132\u5b58\u7a7a\u9593\u3002<\/p>\n<p>\u53e6\u5916 Edge Impulse \u66fe\u767c\u8868\u904e\u6280\u8853\u5be6\u8b49\u5c08\u6587\uff0c\u904b\u7528\u4ed6\u5011\u7684\u6578\u4f4d\u4fe1\u865f\u8655\u7406\u5340\u584a\uff08DSP Block\uff09\u4f86\u5c0d\u8072\u97f3\u9032\u884c\u63a8\u8ad6\u524d\u7684\u524d\u7f6e\u8655\u7406\uff0c\u53ef\u4ee5\u66f4\u5feb\u5b8c\u6210\u63a8\u8ad6\u3001\u66f4\u7cbe\u6e96\u63a8\u8ad6\u3002<\/p>\n<div id=\"attachment_10430\" style=\"width: 520px\" class=\"wp-caption aligncenter\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" aria-describedby=\"caption-attachment-10430\" class=\" wp-image-10430\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/03\/TINYML_1.webp?resize=510%2C235&#038;ssl=1\" alt=\"\" width=\"510\" height=\"235\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/03\/TINYML_1.webp?resize=300%2C138&amp;ssl=1 300w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/03\/TINYML_1.webp?w=497&amp;ssl=1 497w\" sizes=\"(max-width: 510px) 100vw, 510px\" \/><p id=\"caption-attachment-10430\" class=\"wp-caption-text\">Edge Impulse\u7368\u6709\u7684EON\u7de8\u8b6f\u5668\u53ef\u8b93TinyML\u66f4\u5feb\u3001\u66f4\u7cbe\u6e96\u3001\u7528\u66f4\u5c11\u8a18\u61b6\u9ad4\u8cc7\u6e90\u3002\uff08\u5716\u7247\u4f86\u6e90\uff1aEdge Impulse\uff09<\/p><\/div>\n<h4>OpenMV<\/h4>\n<p>OpenMV \u5c08\u653b\u8996\u89ba\u53d6\u5411\u7684 AI \/ ML \u61c9\u7528\uff0c\u50cf\u662f\u975c\u614b\u5716\u7247\u3001\u52d5\u614b\u5f71\u50cf\uff0cOpenMV \u6709\u5b98\u65b9\u642d\u914d\u7684\u7cfb\u7d71\u677fOpenMV Cam H7\uff0c\u6676\u7247\u6838\u5fc3\u70ba Cortex-M7\uff0c\u9700\u4f7f\u7528 MicroPython \u958b\u767c\uff0c\u540c\u6642 OpenMV Cam H7 \u4e5f\u652f\u63f4TFLite Micro \u8207 Edge Impulse\u3002<\/p>\n<div id=\"attachment_10429\" style=\"width: 531px\" class=\"wp-caption aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" aria-describedby=\"caption-attachment-10429\" class=\" wp-image-10429\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/03\/TINYML_2.webp?resize=521%2C366&#038;ssl=1\" alt=\"\" width=\"521\" height=\"366\" \/><p id=\"caption-attachment-10429\" class=\"wp-caption-text\">OpenMV IDE\u6574\u5408\u958b\u767c\u74b0\u5883\u756b\u9762\u3002\uff08\u5716\u7247\u4f86\u6e90\uff1aOpenMV\uff09<\/p><\/div>\n<h3>\u4ec0\u9ebc\u63a8\u52d5\u4e86 TinyML \u7684\u767c\u5c55?<\/h3>\n<p>\u9664\u4e86\u8207 TinyML \u76f8\u95dc\u7684\u8edf\u9ad4\u5916\uff0c\u63a8\u52d5 TinyML \u4e5f\u9700\u8981\u5176\u4ed6\u76f8\u95dc\u914d\u5957\uff0c\u7576\u5176\u9918\u914d\u5957\u4e5f\u9010\u4e00\u5230\u4f4d\uff0c TinyML \u624d\u80fd\u84ec\u52c3\u767c\u5c55\u3002Arduino \u57fa\u91d1\u6703\u904b\u7528\u672c\u6709\u7684 Arduino Nano 33 BLE Sense board \u958b\u767c\u677f\uff0c\u642d\u914d\u651d\u5f71\u6a5f\u786c\u9ad4\u8207 TFLite Micro \u8edf\u9ad4\uff0c\u4ee5\u6b64\u69cb\u6210 TinyML \u5957\u4ef6\uff0c\u4f46\u6709\u4e86\u5957\u4ef6\u537b\u4e0d\u77e5\u5982\u4f55\u904b\u7528? edX\u5b78\u7fd2\u7db2\u7ad9\u4e0a\u6709\u4e00\u7cfb\u5217\u7531\u54c8\u4f5b\u5927\u5b78\u958b\u8a2d\u7684\u8ab2\u7a0b\u53ef\u53c3\u8003\uff0c\u9664\u4e86\u7dda\u4e0a\u8ab2\u7a0b\u5916\u4e5f\u6709\u66f8\u7c4d\u4ecb\u7d39 TinyML \uff0c\u96a8\u8457 TinyML \u7684\u767c\u5c55\uff0c \u4e5f\u6709\u793e\u7fa4\u5718\u9ad4\u51fa\u73fe\uff0c\u7a31\u70batiny\u57fa\u91d1\u6703\uff0c\u6709\u4e86\u9019\u4e9b\u8cc7\u6e90\uff0c\u60f3\u8981\u5b78\u7fd2 TinyML \u5df2\u4e0d\u518d\u662f\u4e00\u4ef6\u56f0\u96e3\u7684\u4e8b\u3002<\/p>\n<div id=\"attachment_10428\" style=\"width: 449px\" class=\"wp-caption aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" aria-describedby=\"caption-attachment-10428\" class=\" wp-image-10428\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/03\/TINYML_3.webp?resize=439%2C290&#038;ssl=1\" alt=\"\" width=\"439\" height=\"290\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/03\/TINYML_3.webp?resize=300%2C198&amp;ssl=1 300w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/03\/TINYML_3.webp?w=450&amp;ssl=1 450w\" sizes=\"(max-width: 439px) 100vw, 439px\" \/><p id=\"caption-attachment-10428\" class=\"wp-caption-text\">edX\u4e0a\u54c8\u4f5b\u5927\u5b78\u958b\u8a2d\u7684TinyML\u8ab2\u3002\uff08\u5716\u7247\u4f86\u6e90\uff1aedX\uff09<\/p><\/div>\n<p>\u300b\u8cc7\u6599\u4f86\u6e90\uff1a<a href=\"https:\/\/makerpro.cc\/2021\/07\/tinyml-is-a-new-technology-that-people-can-do-machine-learning-on-mcu\/\">MCU\u4e5f\u80fd\u6a5f\u5668\u5b78\u7fd2\uff01TinyML\u65b0\u6280\u8853\u751f\u614b\u6210\u5f62<\/a><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>TinyML 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\u7684\u512a\u9ede\u6709\u4ee5\u4e0b&hellip;<\/p>\n","protected":false},"author":9827,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"doc_category":[102,106,81],"doc_tag":[],"class_list":["post-6493","docs","type-docs","status-publish","hentry","doc_category-machine-learning","doc_category-tinyml","doc_category-artificial-intelligent","description-off"],"acf":[],"year_month":"2026-04","word_count":118,"total_views":0,"reactions":{"happy":0,"normal":0,"sad":0},"author_info":{"name":"MakerLearn\u8b1b\u5e2b\u7fa4","author_nicename":"makerlearn","author_url":"https:\/\/makerpro.cc\/makerlearn\/author\/makerlearn\/"},"doc_category_info":[{"term_name":"Machine 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