{"id":20378,"date":"2023-09-26T13:00:00","date_gmt":"2023-09-26T05:00:00","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=20378"},"modified":"2023-09-26T13:06:20","modified_gmt":"2023-09-26T05:06:20","slug":"maker-ai-sensiml-tinyml","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2023\/09\/26\/maker-ai-sensiml-tinyml\/","title":{"rendered":"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45"},"content":{"rendered":"\n<p><style>\n\/* ###\u5be6\u9a57\u4e0b\u4e00\u5217### *\/\n\na:link {color:#0695e4\n;}    \/* \u8a2d\u5b9a\u5c1a\u672a\u9ede\u95b1\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\na:visited {color:#0695e4\n;} \/* \u8a2d\u5b9a\u904e\u53bb\u66fe\u7d93\u95b1\u904e\u7684\u9023\u7d50 *\/\na:hover {color:#0695e4\n;}   \/* \u8a2d\u5b9a\u6ed1\u9f20\u6e38\u6a19\u6307\u5728\u9023\u7d50\u4f4d\u7f6e\u4e0a\u7684\u6a23\u5f0f *\/\na:active {color:#0000BB;}  \/* \u8a2d\u5b9a\u4e0a\u9ede\u64ca\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\n<\/style><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/1000x526_1-3.jpg\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20531\" width=\"1000\" height=\"526\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u4ec0\u9ebc\u662f SensiML<\/h2>\n\n\n\n<p><a rel=\"noreferrer noopener\" href=\"https:\/\/sensiml.com\/\" target=\"_blank\">SensiML<\/a> \u662f\u4e00\u500b IoT \u6a5f\u5668\u5b78\u7fd2\u89e3\u6c7a\u65b9\u6848\u4f9b\u61c9\u5546\uff0c\u63d0\u4f9b\u6578\u7a2e\u4e0d\u540c\u7684\u8edf\u9ad4\u7528\u4ee5\u64f7\u53d6\u8cc7\u6599\u3001\u5efa\u7acb\u6a21\u578b\u8207\u6e2c\u8a66\u9a57\u8b49\u3002\u7531\u65bc\u5176\u63d0\u4f9b\u7684\u8edf\u9ad4\u529f\u80fd\u5b8c\u6574\u4f7f\u7528\u4fbf\u5229\uff0c\u4e26\u4e14\u80fd\u4f48\u7f72 <a rel=\"noreferrer noopener\" href=\"https:\/\/www.tinyml.org\/\" target=\"_blank\">TinyML<\/a> \u6a21\u578b\u5728\u591a\u7a2e\u4e0d\u540c\u7684\u4e2d\u4f4e\u968e\u5fae\u63a7\u5236\u5668\u4e0a\uff0c\u4e5f\u80fd\u5f48\u6027\u642d\u914d\u5404\u985e\u611f\u6e2c\u5668\uff08\u5982 IMU\u3001\u9ea5\u514b\u98a8\u7b49\uff09\u9032\u884c\u6536\u96c6\u8cc7\u6599\uff0c\u4e0d\u7ba1\u662f\u5728\u5546\u696d\u958b\u767c\u6216\u793e\u7fa4\u4e0a\u90fd\u5099\u53d7\u597d\u8a55\u3002\u5f9e\u4e0b\u5716\u53ef\u4ee5\u770b\u5230\u5b98\u65b9\u898f\u756b\u7684\u5de5\u4f5c\u6d41\u5305\u542b\u8a0a\u865f\u64f7\u53d6\u3001\u8cc7\u6599\u6a19\u8a18\u3001\u5efa\u7acb\u6a21\u578b\u3001\u539f\u59cb\u78bc\u751f\u6210\u8207\u6e2c\u8a66\u9a57\u6574\u7b49\u4e94\u500b\u6d41\u7a0b\uff0c\u4e26\u4e14\u642d\u914d Data Capture Lab, Analytics Studio, Test APP \u8edf\u9ad4\u9032\u884c\u64cd\u4f5c\u3002\u56e0\u6b64\u5728\u958b\u59cb\u4e4b\u524d\u5fc5\u9808\u5148<a href=\"https:\/\/sensiml.com\/plans\/community-edition\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8a3b\u518a SensiML \u5e33\u865f<\/a>\uff0c\u4e26\u4e14\u4e0b\u8f09 PC \u7aef\u8edf\u9ad4 <a href=\"https:\/\/sensiml.com\/download\/\" target=\"_blank\" rel=\"noreferrer noopener\">SensiML Data Capture Lab<\/a> \u4f5c\u70ba\u64f7\u53d6\u611f\u6e2c\u8cc7\u6599\u4e4b\u7528\u3002\u96d6\u7136 SesniML \u662f\u5546\u696d\u89e3\u6c7a\u65b9\u6848\uff0c\u4f46\u4e5f\u6709\u63d0\u4f9b<a href=\"https:\/\/sensiml.com\/plans\/community-edition\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u793e\u7fa4\u7248\u672c<\/a>\u8b93\u958b\u767c\u8005\u53ef\u4ee5\u9032\u884c\u5be6\u9a57\u3002\u6b64\u5916\u5b98\u65b9\u4e5f\u652f\u63f4\u591a\u7a2e\u4e0d\u540c\u7684\u786c\u9ad4\u958b\u767c\u677f\uff0c\u5982 Arduino Nano 33 BLE Sense, Arduino <a href=\"https:\/\/www.icshop.com.tw\/products\/368030501890\" target=\"_blank\" rel=\"noreferrer noopener\">Nicla Sense ME<\/a>, <a href=\"https:\/\/www.icshop.com.tw\/products\/368031600036\" target=\"_blank\" rel=\"noreferrer noopener\">M5Stack M5StickC PLUS<\/a>, Nordic Thingy, <a href=\"https:\/\/www.icshop.com.tw\/products\/368030200549\" target=\"_blank\" rel=\"noreferrer noopener\">Raspberry Pi<\/a> \u7b49\u7b49\uff0c\u751a\u81f3\u9023\u516b\u4f4d\u5143\u7684 Microchip Technology AVR128DA48 Curiosity \u4e5f\u80fd\u4f7f\u7528\u3002\u672c\u7bc7\u5c07\u6703\u5be6\u969b\u85c9\u7531 M5StickC PLUS \u7bc4\u4f8b\u4f86\u9ad4\u9a57 SesiML \u7684 TinyML \u529f\u80fd\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-6.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20379\" width=\"748\" height=\"235\"\/><figcaption class=\"wp-element-caption\">SesniML Workflow\u3002\uff08\u5716\u7247\u4f86\u6e90\uff1a<a href=\"https:\/\/sensiml.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">SensiML<\/a>\uff09<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u8981\u600e\u9ebc\u73a9\uff1f<\/h2>\n\n\n\n<p>\u9996\u5148\u5230 sensiML <a rel=\"noreferrer noopener\" href=\"https:\/\/sensiml.com\/documentation\/firmware\/m5stack-m5stickc-plus\/m5stickc-plus.htm\" target=\"_blank\">M5StickC Plus \u8aaa\u660e\u9801\u9762<\/a>\u4e0b\u8f09<a rel=\"noreferrer noopener\" href=\"https:\/\/sensiml.com\/documentation\/_downloads\/bde0a9b2424aa7908257b93dc4fc6e5e\/SensiML-Unified-M5StickC-PLUS-Flash-Utility.zip\" target=\"_blank\">\u7bc4\u4f8b\u7a0b\u5f0f\u97cc\u9ad4<\/a>\uff0c\u5c07\u5176\u89e3\u58d3\u7e2e\u5f8c\u6703\u6709\u4e00\u500b\u540d\u70ba\u300c<strong>SensiML-Unified-M5StickC-PLUS-Flash-Utility<\/strong>\u300d\u7684\u8cc7\u6599\u593e\uff0c\u9032\u5165\u8a72\u8cc7\u6599\u593e\u9ede\u64ca<strong>\u6ed1\u9f20\u53f3\u9375<\/strong>\uff0c\u9078\u64c7\u300c<strong>\u5728\u7d42\u7aef\u6a5f\u4e2d\u958b\u555f<\/strong>\u300d\u3002\u6b64\u6642\u5728\u7d42\u7aef\u6a5f\u8f38\u5165\u300c<strong>flash-sensiml.bat COM35<\/strong>\u300d\uff08COM35 \u70ba\u7b46\u8005\u7684 M5StickC \u63a5\u4e0a\u96fb\u8166\u5f8c\uff0c\u88dd\u7f6e\u7ba1\u7406\u54e1\u6240\u986f\u793a\u7684Com Port \u5e8f\u865f\uff0c\u8acb\u81ea\u884c\u66ff\u63db\u70ba\u5404\u81ea\u7684\u5e8f\u5217\u57e0\u7de8\u865f\uff09\uff0c\u6b64\u8173\u672c\u6703\u57f7\u884c <a rel=\"noreferrer noopener\" href=\"http:\/\/esptool.py\" target=\"_blank\">esptool.py<\/a> \u7a0b\u5f0f\uff0c\u4e26\u5c07 SensiML \u7684\u7bc4\u4f8b\u7a0b\u5f0f\u71d2\u9304\u5230\u958b\u767c\u7248\u4e2d\u3002\u5373\u4fbf\u5728\u96fb\u8166\u4e2d\u6c92\u6709\u5b89\u88dd Arduino IDE \u6216\u662f Espressif IDF \u7686\u53ef\u4ee5\u5b8c\u6210\u7bc4\u4f8b\u7a0b\u5f0f\u7684\u71d2\u9304\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-7.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20380\" width=\"640\" height=\"476\"\/><figcaption class=\"wp-element-caption\">\u57f7\u884c SensiML \u63d0\u4f9b\u7684\u7bc4\u4f8b\u7a0b\u5f0f\u71d2\u9304\u5de5\u5177<\/figcaption><\/figure><\/div>\n\n\n<p>\u71d2\u9304\u5b8c\u6210\u5f8c\u53ef\u4ee5\u770b\u5230 StickC+ \u4e0a\u65b9\u7684\u756b\u9762\u986f\u793a\u97cc\u9ad4\u76f8\u95dc\u8cc7\u8a0a\uff0c\u4e26\u4e14\u53ef\u4ee5\u900f\u904e\u958b\u767c\u677f\u4e0a\u7684\u5169\u500b\u6309\u9375\u8a2d\u5b9a\u4e0d\u540c\u529f\u80fd(PGM Mode)\uff0c\u5728\u6b64\u7bc4\u4f8b\u97cc\u9ad4\u4e0a\u53ef\u4ee5\u9078\u64c7 GAME\uff08\u904a\u6232\uff09\u3001DCL-AccGyr\uff08\u8cc7\u6599\u64f7\u53d6-\u52a0\u901f\u5ea6\u8207\u9640\u87ba\u5100\uff09 \u8207 DCL-Acc\uff08\u8cc7\u6599\u64f7\u53d6-\u52a0\u901f\u5ea6\uff09 \u4e09\u7a2e\u6a21\u5f0f\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-8.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20381\" width=\"625\" height=\"469\"\/><figcaption class=\"wp-element-caption\">\u7bc4\u4f8b\u7a0b\u5f0f\u555f\u52d5\u756b\u9762<\/figcaption><\/figure><\/div>\n\n\n<p>\u82e5\u662f\u9078\u64c7\u904a\u6232\u6a21\u5f0f\u5c07\u6703\u555f\u52d5\u4e00\u500b\u9b54\u6756\u904a\u6232(wizard wand)\uff0c\u87a2\u5e55\u4e0a\u9762\u6703\u4f9d\u5e8f\u51fa\u73fe\u4e0d\u540c\u5b57\u6bcd\uff0c\u4f7f\u7528\u8005\u5c07\u6309\u58d3\u958b\u767c\u677f\u4e0a\u7684\u300cM5 \u6309\u9215\u300d\u4e0d\u653e\uff0c\u4e26\u4e14\u756b\u51fa\u5c0d\u61c9\u7684\u82f1\u6587\u5b57\u6bcd\u3002AI \u6a21\u578b\u6703\u5224\u8b80\u5728\u6309\u9215\u6309\u4f4f\u7684\u904e\u7a0b\u4e2d\u4e09\u8ef8\u611f\u6e2c\u5668\u6240\u5075\u6e2c\u5230\u7684\u6578\u503c\u662f\u5426\u70ba\u8a72\u5b57\u6bcd\uff0c\u82e5\u5728\u6709\u9650\u6642\u9593\u5167\u9806\u5229\u5b8c\u6210\u6240\u6709\u5b57\u6bcd\u7684\u6307\u4ee4\uff0c\u5247\u5b8c\u6210\u901a\u95dc\uff01\u9019\u904a\u6232\u53ef\u4ee5\u8b93\u521d\u6b21\u63a5\u89f8 TinyML \u7684\u670b\u53cb\u5011\u505a\u500b\u9ad4\u9a57\uff0c\u539f\u4f86\u5fae\u63a7\u5236\u5668\u900f\u904e\u4e09\u8ef8\u52a0\u901f\u5ea6\u7684\u5075\u6e2c\u53ef\u4ee5\u5b8c\u6210\u624b\u52e2\u7684\u8b58\u5225\uff0c\u7b97\u662f\u76f8\u7576\u6709\u8da3\uff01\u270c\ufe0f<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"524\" height=\"292\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/sensiML_M5StickC_1.gif\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20382\"\/><figcaption class=\"wp-element-caption\">SensiML \u9b54\u6756\u5c0f\u904a\u6232<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001Data Capture Lab<\/h2>\n\n\n\n<p>\u9ad4\u9a57\u5b8c SensiML \u7684 TinyML \u904a\u6232\uff0c\u63a5\u4e0b\u4f86\u624d\u771f\u6b63\u8981\u9032\u5165\u91cd\u982d\u6232\uff0c\u4f7f\u7528 M5StickC+ \u6536\u96c6\u8cc7\u6599\u4e26\u4e14\u8a13\u7df4 TinyML \u6a21\u578b\u3002\u958b\u59cb\u4e4b\u524d\u6211\u5011\u9700\u8981\u5c07 M5StickC+ \u9023\u4e0a Wi-Fi \u7db2\u8def\uff0c\u65b9\u4fbf\u8ddf\u96fb\u8166\u7aef\u7684 Data Capture Lab(\u4ee5\u4e0b\u7c21\u7a31\u70ba DCL) \u9023\u7dda\u3002\u6253\u958b\u7d42\u7aef\u6a5f\u8edf\u9ad4\uff08\u6216\u662f Arduino IDE \u4e2d\u7684\u5e8f\u5217\u57e0\u8996\u7a97\uff09\uff0c\u9078\u64c7\u5c0d\u61c9\u7684 com port \u4e26\u5c07\u9b91\u7387(baud rate) \u8a2d\u5b9a\u6210 500000\uff0c\u8f38\u5165 \u300csetwifi=ssid,passwd\u300d\u4f86\u4fee\u6539 M5StickC+ \u4e0a\u7684\u7db2\u8def\u8a2d\u5b9a\u3002\u5b8c\u6210\u5f8c\u91cd\u65b0\u555f\u52d5 M5StickC+ \u5c07\u6703\u986f\u793a\u5176 Wi-Fi IP \u4f4d\u7f6e\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-9.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20383\" width=\"639\" height=\"359\"\/><\/figure><\/div>\n\n\n<p>\u6b64\u6642\u5728\u96fb\u8166\u4e0a\u958b\u555f DCL \u61c9\u7528\u7a0b\u5f0f\u4e26\u5efa\u7acb\u65b0\u7684\u5c08\u6848\uff0c\u5728 Device Plugin \u8a2d\u5b9a\u4e2d\u9078\u64c7 M5Stack \u7684 M5StickC Plus\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-10.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20384\" width=\"639\" height=\"381\"\/><\/figure><\/div>\n\n\n<p>\u63a5\u8457\u6703\u8df3\u51fa\u5c0d\u8a71\u6846\u78ba\u8a8d\u8a73\u7d30\u8cc7\u8a0a\uff0c\u5305\u542b\u5c0d\u61c9\u7684\u97cc\u9ad4\u3001\u9023\u7dda\u65b9\u5f0f\u3001\u611f\u6e2c\u5668\u6458\u8981\u7b49\u7b49\uff0c\u78ba\u8a8d\u5f8c\u76f4\u63a5\u9078\u64c7\u4e0b\u4e00\u6b65\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-11.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20385\" width=\"639\" height=\"382\"\/><\/figure><\/div>\n\n\n<p>\u63a5\u8457\u5247\u6703\u8a2d\u5b9a\u611f\u6e2c\u5668\u6293\u53d6\u7684\u7d44\u614b\uff0c\u9810\u8a2d\u7528 250 \u53d6\u6a23\u7387\uff0c\u4e26\u540c\u6b65\u6293\u53d6\u52a0\u901f\u5ea6\u3001\u9640\u87ba\u5100\u8207\u89f8\u767c\uff08\u6309\u9215\uff09\u7684\u8f38\u5165\u8cc7\u6599\u3002\u5b8c\u6210\u5f8c\u9ede\u9078\u4e0b\u4e00\u6b65\uff0c\u6700\u5f8c\u7d66\u5b9a\u4e00\u500b\u8a2d\u5b9a\u6a94\u540d\u7a31\u4fbf\u5b8c\u6210\u4e86\u611f\u6e2c\u5668\u6293\u53d6\u8a2d\u5b9a\u4e86\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-12.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20386\" width=\"826\" height=\"493\"\/><\/figure><\/div>\n\n\n<p>\u5b8c\u6210\u5f8c\u6703\u9032\u5165DCL \u7684\u4e3b\u756b\u9762\uff0c\u7559\u610f\u756b\u9762\u4e2d\u9593\u4e0a\u65b9\u7684\u6a21\u5f0f\uff0c\u9810\u8a2d\u70ba\u300cLabel Explorer\u300d\u6a19\u7c64\u67e5\u95b1\u6a21\u5f0f\uff0c\u9700\u8981\u9ede\u9078\u300cSwitch Modes\u300d\u6309\u9215\u5207\u63db\u70ba\u300cCapture\u300d\u8cc7\u6599\u6293\u53d6\u6a21\u5f0f\u3002\u96a8\u5f8c\u5728\u4e2d\u9593\u4e0b\u65b9\u627e\u5230 M5StickC Plus \u7684\u6b04\u4f4d\uff0c\u4e09\u500b\u9ede\u7684\u5716\u793a\uff0c\u9078\u64c7\u300cConnection Settings\u300d\u8a2d\u5b9a\u9023\u7dda\u65b9\u5f0f\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-13.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20387\" width=\"928\" height=\"556\"\/><\/figure><\/div>\n\n\n<p>\u5728 Connection Method \u6b04\u4f4d\u9078\u64c7\u300cWi-Fi\u300d\uff0c IP Address \u6b04\u4f4d\u5247\u586b\u5165 M5StickC Plus LCD \u756b\u9762\u4e0a\u6240\u986f\u793a\u7684 IP \u4f4d\u7f6e\uff0c\u5b8c\u6210\u5f8c\u9ede\u9078\u300cDone\u300d\u6309\u9215\u3002\u56de\u5230\u4e3b\u756b\u9762\u5f8c\u9ede\u9078\u300cConnect\u300d\u6309\u9215\uff0cDCL \u7a0b\u5f0f\u6703\u548c M5StickC Plus \u9032\u884c\u9023\u7dda\uff0c\u4e26\u4e14\u5c07\u611f\u6e2c\u5668\u6578\u503c\u5373\u6642\u6293\u56de\u4f86\u96fb\u8166\u7aef\u986f\u793a\u65bc\u756b\u9762\u4e0a\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-14.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20388\" width=\"639\" height=\"413\"\/><\/figure><\/div>\n\n\n<p>\u5b8c\u6210\u5f8c\u5728 DCL \u5de6\u5074\u6703\u4ee5\u8996\u89ba\u5316\u7684\u65b9\u5f0f\u986f\u793a\u7531 M5StickC Plus \u56de\u50b3\u7684\u611f\u6e2c\u5668\u5373\u6642\u8cc7\u8a0a\uff0c\u7a0d\u5fae\u6643\u52d5\u4e00\u4e0b\u5373\u53ef\u770b\u5230\u6578\u503c\u7684\u8b8a\u5316\u3002\u63a5\u8457\u5728\u53f3\u5074\u6b04\u4f4d\u8a2d\u5b9a\u597d\u6240\u8981\u5132\u5b58\u7684\u6a94\u6848\u540d\u7a31\uff0c\u7b46\u8005\u7684\u8a2d\u5b9a\u63a1\u7528\u65e5\u671f\u52a0\u4e0a\u6642\u9593\u4f5c\u70ba\u6a94\u540d\uff0c\u683c\u5f0f\u5247\u662fCSV\u3002\u6700\u5f8c\u53ea\u8981\u6309\u4e0b\u53f3\u4e0b\u89d2\u7684\u300cStart Recording\u300d\u6309\u9215\uff0c\u5c31\u6703\u958b\u59cb\u63a1\u6a23\u611f\u6e2c\u5668\u7684\u6578\u503c\u3002\u5982\u540c\u4e4b\u524d\u7684\u6587\u7ae0\uff0c\u7b46\u8005\u5c07 M5StickC Plus \u7528\u6a61\u76ae\u7b4b\u5957\u5728\u98df\u6307\u4e0a\uff0c\u4e26\u4e14\u505a\u51fa\u9ede\u64ca\u8207\u63ee\u52d5\u7684\u52d5\u4f5c\uff0c\u4e26\u500b\u5225\u91cd\u8907\u505a\u6578\u5341\u6b21\uff0c\u4f5c\u70ba\u8a13\u7df4\u7528\u7684\u8cc7\u6599\u3002\u8a18\u9304\u5b8c\u6210\u5f8c\u6309\u4e0b\u300cStop Recording\u300d\u5247\u6703\u505c\u6b62\u8a18\u9304\uff0cDCL \u4e0d\u4f46\u6703\u5132\u5b58\u6210\u672c\u5730\u7aef\u7684\u6a94\u6848\uff0c\u540c\u6642\u4e5f\u6703\u5c07\u6a94\u6848\u4e0a\u50b3\u5230 SensiML \u7684\u96f2\u7aef\uff0c\u65b9\u4fbf\u5f8c\u7e8c\u9032\u884c\u8cc7\u6599\u6a19\u8a18\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1250\" height=\"658\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-15.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20389\"\/><figcaption class=\"wp-element-caption\">\u611f\u6e2c\u5668\u8cc7\u6599\u6293\u53d6\u4ecb\u9762<\/figcaption><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/M5_click.gif\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20391\" width=\"639\" height=\"359\"\/><figcaption class=\"wp-element-caption\">\u4f7f\u7528 M5StickC Plus \u9032\u884c\u300cclick\u300d\u52d5\u4f5c<\/figcaption><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/M5_wave.gif\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20392\"\/><figcaption class=\"wp-element-caption\">\u4f7f\u7528 M5StickC Plus \u9032\u884c\u300cwave\u300d\u52d5\u4f5c<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001Analytics Studio<\/h2>\n\n\n\n<p>\u5728 DCL \u5b8c\u6210\u8cc7\u6599\u63a1\u96c6\u5f8c\u53ef\u4ee5\u524d\u5f80 <a rel=\"noreferrer noopener\" href=\"https:\/\/app.sensiml.cloud\/\" target=\"_blank\">Analytics Studio<\/a> (\u4ee5\u4e0b\u7c21\u7a31AS)\u7db2\u9801\uff0c\u9032\u884c\u7dda\u4e0a\u7684\u8cc7\u6599\u6a19\u8a3b\u53ca\u6a21\u578b\u8a13\u7df4\u3002\u5f9e\u7db2\u9801\u4e0a\u8f38\u5165\u5df2\u8a3b\u518a\u7684\u5e33\u865f\u5bc6\u78bc\u767b\u5165\u5f8c\uff0c\u7cfb\u7d71\u6703\u81ea\u52d5\u53eb\u51fa\u5f9e DCL \u4e0a\u5efa\u7acb\u7684\u5c08\u6848\uff0c\u9032\u5165\u5c08\u6848\u5f8c\u53ef\u4ee5\u9ede\u9078\u5de6\u5074\u9078\u55ae\u6b04\u4f4d\u4e2d\u7684\u300c<strong>Data Manager<\/strong>\u300d\uff0c \u88e1\u9762\u4e5f\u6703\u51fa\u73fe\u524d\u9762\u5728 DCL \u63a1\u6a23\u7684\u6240\u6709 CSV \u6a94\u6848\u3002\u63a5\u8457\u5c31\u662f\u8981\u9032\u884c\u6a19\u8a3b\u8cc7\u6599\u7684\u52d5\u4f5c\u4e86\uff0c\u9ede\u9078\u63a1\u6a23\u6a94\u6848\u5f8c\u5373\u53ef\u9032\u5165\u6a19\u8a3b\u9801\u9762\uff08\u5982\u4e0b\u5716\uff09\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"830\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-17.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20393\"\/><figcaption class=\"wp-element-caption\">AS \u4e2d\u7684 Data Manager \u8cc7\u6599\u6a19\u8a3b\u4ecb\u9762<\/figcaption><\/figure><\/div>\n\n\n<p>\u8cc7\u6599\u6a19\u8a3b\u8cc7\u6599\u7684\u65b9\u5f0f\u4e5f\u76f8\u7576\u76f4\u89ba\uff0c\u5728\u4ecb\u9762\u4e2d\u9ede\u9078\u53f3\u65b9\u7684\u300cCreate\u300d\u6309\u9215\uff0c\u63a5\u8457\u5728\u8996\u89ba\u5316\u7684\u611f\u6e2c\u5668\u6578\u503c\u5716\u6846\u9078\u5340\u6bb5\uff0c\u4e26\u5957\u7528\u7279\u6a19\u7c64\uff08\u6b64\u6642\u4e5f\u53ef\u4ee5\u81ea\u884c\u65b0\u589e\u6a19\u7c64\uff09\u3002\u91cd\u8907\u57f7\u884c\u524d\u8ff0\u52d5\u4f5c\u4e26\u5b8c\u6210\u6240\u6709\u7684\u8cc7\u6599\u6a19\u8a3b\u5f8c\u5c31\u80fd\u9032\u884c\u5230\u4e0b\u4e00\u968e\u6bb5\uff0d\u300cPrepare Data\u300d\u3002\u5728\u300cPrepare Data\u300d\u968e\u6bb5\u9700\u8981\u5efa\u7acb\u8cc7\u6599\u7be9\u9078\u5668 Query\uff0c\u6bcf\u4e00\u500b Query \u53ef\u4ee5\u6307\u5b9a\u8981\u532f\u5165\u54ea\u4e9b\u611f\u6e2c\u8cc7\u6599\u8207\u54ea\u4e9b\u6a19\u7c64\u7b49\uff0c\u5b8c\u6210\u5f8c\u6703\u5efa\u7acb\u4e00\u500b\u5feb\u53d6(Cache)\uff0c\u9019\u500b\u5feb\u53d6\u5c31\u6703\u662f\u5f85\u6703\u8981\u8a13\u7df4\u6a21\u578b\u6240\u4f7f\u7528\u7684\u8cc7\u6599\u96c6\u4e86\uff01\u5728\u5b8c\u6210 Query \u5f8c\u53ef\u4ee5\u67e5\u95b1\u76ee\u524d\u6b64 Query \u7684\u8cc7\u6599\u5167\u5bb9\u5217\u8868\u8207\u7d71\u8a08\u5716\u8868\uff08\u5982\u4e0b\u5716\uff09\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-18.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20394\" width=\"960\" height=\"679\"\/><figcaption class=\"wp-element-caption\">Data Query \u5b8c\u6210\u5f8c\u7684\u7d71\u8a08\u5716\u8868<\/figcaption><\/figure><\/div>\n\n\n<p>\u63a5\u8457\u5c31\u80fd\u9032\u5165\u5230\u300cBuild Model\u300d\u5efa\u7acb TinyML \u6a21\u578b\u7684\u968e\u6bb5\u4e86\uff0c\u5728\u9019\u9078\u55ae\u88e1\u9762\u6709\u5e7e\u7a2e\u8a13\u7df4\u6a21\u578b\u7684\u6d41\u6c34\u7ddapipeline \u7bc4\u672c\u53ef\u4ee5\u5957\u7528\uff0c\u5305\u542b\u8a9e\u97f3\u71b1\u8fad\u3001\u9707\u52d5\u8a0a\u865f\u5206\u985e\u3001\u52d5\u4f5c\u8b58\u5225\u3001\u624b\u52e2\u8b58\u5225\u3001\u8a9e\u97f3\u5206\u985e\u7b49\uff0c\u7b46\u8005\u5efa\u8b70\u65b0\u624b\u53ef\u4ee5\u5f9e\u5e7e\u500b\u4e2d\u6311\u9078\u6700\u63a5\u8fd1\u5c08\u6848\u9700\u6c42\u7684\u7bc4\u672c\u505a\u4f7f\u7528\uff0c\u8a2d\u5b9a\u4e0a\u8f03\u70ba\u7c21\u6613\u4e5f\u6bd4\u8f03\u4e0d\u6703\u7522\u751f\u554f\u984c\u3002\u7576\u7136\u4e5f\u53ef\u4ee5\u9078\u64c7\u300cCreate New Pipeline\u300d\u81ea\u884c\u5efa\u7acb AutoML \u7684\u6d41\u6c34\u7dda\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-19.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20395\" width=\"960\" height=\"606\"\/><figcaption class=\"wp-element-caption\">AutoML \u7684\u6d41\u6c34\u7dda\u7bc4\u672c<\/figcaption><\/figure><\/div>\n\n\n<p>Pipeline \u6d41\u6c34\u7dda\u5305\u542b Query\u3001Segmenter\u3001Feature Generator\u3001Validation \u7b49\uff0c\u9010\u4e00\u8a2d\u5b9a\u5b8c\u6210\u5f8c\u5373\u53ef\u4ee5\u9ede\u9078\u53f3\u4e0a\u65b9\u7684\u300cRUN PIPELINE\u300d\u9032\u884c\u6a21\u578b\u7684\u8a13\u7df4\u3002\u9806\u5229\u7684\u8a71\u5927\u7d04\u4e00\u5c0f\u6642\u7684\u6642\u9593\u5373\u53ef\u7522\u51fa TinyML \u6a21\u578b\u4e86\uff01 \u514d\u8cbb\u7684 Community Plan \u6bcf\u500b\u6708\u6709\u4e09\u500b\u5c0f\u6642\u7684\u6a21\u578b\u8a13\u7df4\u6642\u9593\u53ef\u4ee5\u4f7f\u7528\uff0c\u4ee5\u7b46\u8005\u8dd1\u4e00\u6b21 AutoML \u8a13\u7df4\u5927\u7d04\u6703\u8017\u8cbb 0.5 \u5c0f\u6642\u7684\u904b\u7b97\u6642\u9593\uff0c\u63a8\u4f30\u5927\u7d04\u53ef\u4ee5\u57f7\u884c\u516d\u6b21\u7684\u8a13\u7df4\uff0c\u4f46\u5be6\u969b\u72c0\u6cc1\u9084\u662f\u6703\u4f9d\u64da pipeline \u6d41\u6c34\u7dda\u7684\u8907\u96dc\u5ea6\u8207\u8cc7\u6599\u91cf\u800c\u5b9a\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"930\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-20.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20396\"\/><figcaption class=\"wp-element-caption\">\u8a13\u7df4\u6a21\u578b\u7684\u6d41\u6c34\u7dda\u8a2d\u5b9a<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u6a21\u578b\u9a57\u8b49\u8207\u8a55\u4f30<\/h2>\n\n\n\n<p>\u5728\u7b49\u5f85\u4e00\u6bb5\u6642\u9593\u904e\u5f8c\uff0c\u6a21\u578b\u5df2\u5efa\u7acb\u5b8c\u6210\uff0c\u9019\u6642\u9801\u9762\u4e0a\u6703\u540c\u6642\u7522\u751f\u6578\u500b\u6a21\u578b\uff0c\u5176\u5927\u5c0f\u3001\u53c3\u6578\u91cf\u3001\u6e96\u78ba\u5ea6\u53ef\u80fd\u90fd\u6703\u6709\u6240\u4e0d\u540c\uff0c\u9019\u662f\u56e0\u70ba autoML \u6703\u540c\u6642\u5617\u8a66\u7528\u4e0d\u540c\u7684\u6f14\u7b97\u6cd5\u4f86\u7372\u5f97\u6700\u4f73\u7684\u7d50\u679c\uff0c\u958b\u767c\u8005\u53ef\u4ee5\u81ea\u884c\u5f9e\u4e2d\u6311\u9078\u6a21\u578b\u9032\u884c\u8a55\u4f30\u6216\u662f\u4e0b\u8f09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1250\" height=\"551\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-21.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20397\"\/><\/figure>\n\n\n\n<p>\u56de\u5230\u96fb\u8166\u7aef\u7684 DCL \u7a0b\u5f0f\uff0c\u7528\u524d\u8ff0\u7684\u65b9\u5f0f\u8207 M5StickC Plus \u958b\u767c\u7248\u9032\u884c\u9023\u63a5\uff0c\u5728\u5de6\u5074\u4e3b\u756b\u9762\u53ef\u4ee5\u986f\u793a\u611f\u6e2c\u5668\u7684\u5373\u6642\u8cc7\u8a0a\u3002\u63a5\u8457\u5728\u53f3\u5074\u4e0a\u65b9\u9801\u7c64\u9078\u64c7\u300cTest Model\u300d\uff0c\u4e26\u5728 Knowledge Pack \u4e0b\u65b9\u627e\u5230\u300cConnect\u300d\u6309\u9215\u4e26\u9ede\u9078\uff0c\u6b64\u6642\u6703\u5f48\u51fa\u4e00\u500b\u5217\u8868\u5c07\u7a0d\u65e9\u8a13\u7df4\u597d\u7684\u6240\u6709\u6a21\u578b\u9010\u4e00\u5217\u51fa\uff0c\u5f9e\u4e2d\u6311\u9078\u4e00\u500b\u8981\u9032\u884c\u6e2c\u8a66\u7684\u6a21\u578b\u9ede\u9078\u300cSelect\u300d\u3002\u63a5\u8457 DCL \u5de6\u5074\u5373\u6642\u8b80\u53d6\u5230\u7684\u611f\u6e2c\u6578\u64da\uff0c\u5c07\u6703\u4f9d\u64da\u6a21\u578b\u5224\u8b80\u7684\u7d50\u679c\uff0c\u5c07\u5176\u5957\u4e0a\u8272\u584a\uff0c\u7528\u4ee5\u8868\u793a\u6a21\u578b\u6700\u7d42\u7684\u5206\u985e\u7d50\u679c\u3002\u7b46\u8005\u91cd\u8907\u4f7f\u7528 M5StickC Plus \u9a57\u8b49\u300cclick\u300d\u8207\u300cwave\u300d\u5169\u500b\u52d5\u614b\uff0c\u767c\u73fe\u6e96\u78ba\u5ea6\u76f8\u7576\u9ad8\uff0c\u751a\u81f3\u548c\u7b46\u8005\u4e4b\u524d\u5be6\u4f5c TensorFlow Lite for microcontroller \u76f8\u6bd4\u53ef\u8aaa\u662f\u6709\u904e\u4e4b\u800c\u7121\u4e0d\u53ca\uff01<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1060\" height=\"556\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-22.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20398\"\/><figcaption class=\"wp-element-caption\">\u5728 DCL \u4e0a\u9032\u884c\u6a21\u578b\u6e2c\u8a66<\/figcaption><\/figure><\/div>\n\n\n<p>\u5982\u679c\u89ba\u5f97\u6a21\u578b\u7684\u6548\u679c\u6eff\u610f\uff0c\u60f3\u8981\u4f48\u7f72\u5230\u5be6\u969b\u88dd\u7f6e\u4e0a\uff0c\u53ef\u4ee5\u56de\u5230 AS \u4ecb\u9762\u4e2d\u7684\u300cExplore Model\u300d\u9078\u55ae\uff0c\u5728\u5217\u8868\u4e2d\u627e\u5230\u5408\u9069\u7684\u6a21\u578b\u9ede\u9078\u300c\u4e0b\u8f09\u5716\u793a\u300d\uff0c\u7cfb\u7d71\u4fbf\u6703\u5c0e\u5f15\u9078\u64c7\u7de8\u8b6f\u5668\u6216\u662f\u958b\u767c\u677f\uff0c\u5c07\u6a21\u578b\u7a0b\u5f0f\u9032\u884c\u7de8\u8b6f\u5f8c\u4e0b\u8f09\u3002\u4e0d\u904e\u5728\u514d\u8cbb\u7684\u7248\u672c\u88e1\u53ea\u80fd\u5920\u4ee5\u975c\u614b library \u7684\u65b9\u5f0f\u4e0b\u8f09\uff0c\u82e5\u60f3\u8981\u5b8c\u6574\u7684 source code \u5247\u5fc5\u9808\u4ed8\u8cbb\u624d\u80fd\u5920\u64c1\u6709\u4e86\uff01<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1250\" height=\"897\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-23.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20399\"\/><figcaption class=\"wp-element-caption\">\u5f9e AS \u4e0b\u8f09\u8a13\u7df4\u597d\u7684\u6a21\u578b<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u793e\u7fa4\u5c08\u6848<\/h2>\n\n\n\n<p>\u5728 Hackster \u4e0a\u4e5f\u6709\u4e0d\u5c11\u4f7f\u7528 SenseiML \u6240\u88fd\u4f5c\u7684 TinyML \u5c08\u6848\uff0c\u4e00\u4f4d Thomas Garcia \u7684\u958b\u767c\u8005\u4f7f\u7528\u4e09\u8ef8\u52a0\u901f\u5ea6\u8a08\u8207\u4e09\u8ef8\u9640\u87ba\u5100\u611f\u6e2c\u5668\uff0c\u642d\u914d SAMD21 \u5fae\u63a7\u5236\u5668\uff0c\u5be6\u4f5c<a href=\"https:\/\/www.hackster.io\/thomas-garcia\/fan-condition-monitoring-with-the-samd21-ml-eval-kit-f96a0a\">\u5075\u6e2c\u96fb\u98a8\u6247\u9707\u52d5\u72c0\u614b\u7684 TinyML \u5c08\u6848<\/a>\u3002\u900f\u904e\u4e0d\u540c\u98a8\u901f\u5927\u5c0f\u6642\uff0c\u96fb\u98a8\u6247\u6240\u7522\u751f\u7684\u632f\u52d5\u983b\u7387\u65bc\u5e45\u5ea6\u6709\u6240\u4e0d\u540c\uff0c\u53ef\u4ee5\u5f97\u77e5\u76ee\u524d\u5728\u54ea\u4e00\u7a2e\u6a94\u4f4d\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u6709\u4e86\u5e38\u898f\u6a21\u578b\u4e4b\u5f8c\uff0c\u65e5\u5f8c\u4e5f\u6709\u6a5f\u6703\u5c07\u7570\u5e38\u72c0\u614b\u52a0\u5165\u5224\u8b80\uff0c\u9019\u540c\u6642\u4e5f\u662f\u76ee\u524d\u505a\u5de5\u5177\u6a5f\u9707\u52d5\u7570\u5e38\u7684\u539f\u7406\uff01<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"585\" height=\"555\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-24.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20400\"\/><figcaption class=\"wp-element-caption\">\u4f7f\u7528 SensiML \u5224\u8b80\u96fb\u6247\u7684\u9707\u52d5\u8a0a\u865f\uff08\u5716\u7247\u4f86\u6e90\uff1a<a href=\"https:\/\/www.hackster.io\/thomas-garcia\/fan-condition-monitoring-with-the-samd21-ml-eval-kit-f96a0a\" target=\"_blank\" rel=\"noreferrer noopener\">Hackster<\/a>\uff09<\/figcaption><\/figure><\/div>\n\n\n<p>\u76f8\u8f03\u65bc\u591a\u6578 TinyML \u5c08\u6848\u4f7f\u7528 IMU \u6216\u662f\u9ea5\u514b\u98a8\u505a\u70ba\u611f\u6e2c\u5668\uff0cHackster \u4e0a\u7684\u4e00\u4f4d Naveen \u958b\u767c\u8005\u5247\u662f\u4f7f\u7528\u4e86\u667a\u6167\u63d2\u5ea7\u5957\u4ef6 <a href=\"https:\/\/www.icshop.com.tw\/products\/368031600055\">M5Stack Socket Kit<\/a> \u4f5c\u70ba\u96fb\u58d3\u96fb\u6d41\u611f\u6e2c\u5668\uff0c\u642d\u914d\u6a39\u8393\u6d3e\u5be6\u4f5c\u4e86 <a href=\"https:\/\/www.hackster.io\/naveenbskumar\/identifying-household-load-using-quickfeather-and-sensiml-d3303b\">TinyML \u61c9\u7528<\/a>\uff0c\u53ef\u4ee5\u63a8\u8ad6\u51fa\u76ee\u524d\u7dda\u8def\u4e0a\u4f7f\u7528\u7684\u8ca0\u8f09\u6709\u54ea\u4e9b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/09\/image-26.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u516b)\uff1aSensiML \uff0d TinyML \u7684\u5148\u9a45\" class=\"wp-image-20402\" width=\"639\" height=\"479\"\/><figcaption class=\"wp-element-caption\">\u4f7f\u7528\u96fb\u6d41\u5224\u8b80\u76ee\u524d\u8ca0\u8f09\u4e0a\u7684\u96fb\u5668\uff08\u5716\u7247\u4f86\u6e90\uff1a<a href=\"https:\/\/www.hackster.io\/naveenbskumar\/identifying-household-load-using-quickfeather-and-sensiml-d3303b\" target=\"_blank\" rel=\"noreferrer noopener\">Hackster<\/a>\uff09<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u5c0f\u7d50\uff0d \u751f\u614b\u7cfb\u65e5\u76ca\u6210\u719f\u7684 TinyML \u65b9\u6848<\/h2>\n\n\n\n<p>\u672c\u7bc7\u96d6\u50c5\u662f\u505a\u521d\u6b65\u7684 SensiML \u9ad4\u9a57\uff0c\u4f46\u537b\u80fd\u770b\u5230\u4e0d\u7ba1\u662f\u8edf\u9ad4\u5de5\u5177\u3001\u6280\u8853\u6587\u4ef6\u3001\u786c\u9ad4\u652f\u63f4\u7684\u5b8c\u6574\u5ea6\u76f8\u7576\u9ad8\uff0c\u4f46\u4e5f\u7531\u65bc\u8a13\u7df4\u8a2d\u5b9a\u53c3\u6578\u76f8\u7576\u591a\uff0c\u5c0d\u65bc\u5165\u9580\u8005\u4f86\u8aaa\u9700\u82b1\u8cbb\u4e0d\u5c11\u5fc3\u529b\u505a\u63a2\u7d22\u3002\u56de\u982d\u770b SensiML \u8015\u8018 TinyML \u9818\u57df\u8fc4\u4eca\u4e5f\u8d85\u904e\u4e8610\u5e74\uff0c\u5728 2019 \u88ab\u6676\u7247\u88fd\u9020\u5546 QuickLogic \u6536\u8cfc\u5f8c\u958b\u59cb\u6709\u6a5f\u6703\u8ddf\u5404\u6676\u7247\u5ee0\u9678\u7e8c\u7522\u751f\u5408\u4f5c\u6a5f\u6703\uff0c\u76ee\u524d\u4e5f\u8207\u6578\u5bb6\u5fae\u63a7\u5236\u5668\u5927\u5ee0\u5982 Microchip\u3001Nordic\u3001NXP \u6210\u70ba\u5408\u4f5c\u5925\u4f34\uff0c\u9019\u4e5f\u6709\u52a9\u65bc\u7522\u54c1\u958b\u767c\u7684\u7cfb\u7d71\u5ee0\u52a0\u901f\u63a8\u5c55 TinyML \u7684\u61c9\u7528\uff0c\u4e5f\u8a31\u5728\u4e0d\u4e45\u4e4b\u5f8c\u5c31\u80fd\u958b\u59cb\u770b\u5230\u5167\u90e8\u642d\u8f09 SensiML \u7684\u6d88\u8cbb\u6027\u96fb\u5b50\u6216\u662f\u5bb6\u96fb\u8a2d\u5099\u4e86\uff01\ud83d\ude04<\/p>\n","protected":false},"excerpt":{"rendered":"<p>SensiML \u662f\u4e00\u500b IoT \u6a5f\u5668\u5b78\u7fd2\u89e3\u6c7a\u65b9\u6848\u4f9b\u61c9\u5546\uff0c\u63d0\u4f9b\u6578\u7a2e\u4e0d\u540c\u7684\u8edf\u9ad4\u7528\u4ee5\u64f7\u53d6\u8cc7\u6599\u3001\u5efa\u7acb\u6a21\u578b\u8207\u6e2c\u8a66\u9a57\u8b49\u3002\u7531\u65bc\u5176\u63d0\u4f9b\u7684\u8edf\u9ad4\u529f\u80fd\u5b8c\u6574\u4f7f\u7528\u4fbf\u5229\uff0c\u4e26\u4e14\u80fd\u4f48\u7f72 TinyML \u6a21\u578b\u5728\u591a\u7a2e\u4e0d\u540c\u7684\u4e2d\u4f4e\u968e\u5fae\u63a7\u5236\u5668\u4e0a\uff0c\u4e5f\u80fd\u5f48\u6027\u642d\u914d\u5404\u985e\u611f\u6e2c\u5668\uff08\u5982 IMU\u3001\u9ea5\u514b\u98a8\u7b49\uff09\u9032\u884c\u6536\u96c6\u8cc7\u6599\uff0c\u4e0d\u7ba1\u662f\u5728\u5546\u696d\u958b\u767c\u6216\u793e\u7fa4\u4e0a\u90fd\u5099\u53d7\u597d\u8a55\u3002<\/p>\n","protected":false},"author":1,"featured_media":20532,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[191,238],"tags":[],"table_tags":[],"_links":{"self":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/20378"}],"collection":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/comments?post=20378"}],"version-history":[{"count":10,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/20378\/revisions"}],"predecessor-version":[{"id":20534,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/20378\/revisions\/20534"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media\/20532"}],"wp:attachment":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media?parent=20378"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/categories?post=20378"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/tags?post=20378"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/table_tags?post=20378"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}