{"id":21128,"date":"2024-01-29T08:44:09","date_gmt":"2024-01-29T00:44:09","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=21128"},"modified":"2024-01-29T08:44:10","modified_gmt":"2024-01-29T00:44:10","slug":"maker-ai-edge-impulse-esp32s3","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2024\/01\/29\/maker-ai-edge-impulse-esp32s3\/","title":{"rendered":"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"526\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/1000x526_1-4.jpg\" alt=\"\" class=\"wp-image-21241\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Edge Impulse<\/h2>\n\n\n\n<p>\u8aaa\u5230\u8fd1\u5e74\u6700\u5f37\u52e2\u7684\u908a\u7de3\u7aef ML \u5e73\u53f0\uff0c\u83ab\u904e\u65bc <a href=\"https:\/\/edgeimpulse.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Edge Impulse<\/a> \u83ab\u5c6c\u4e86\uff01\u56ca\u62ec\u8cc7\u6599\u6536\u96c6\u3001\u6578\u64da\u6a19\u8a18\u3001\u6a21\u578b\u8a13\u7df4\u3001\u6a21\u578b\u4f48\u7f72\u7b49\u773e\u591a\u529f\u80fd\u96c6\u6210\u65bc\u55ae\u4e00\u96f2\u7aef\u5e73\u53f0\u4e0a\u64cd\u4f5c\u3002\u652f\u63f4\u7684\u786c\u9ad4\u5f9e\u9ad8\u968e\u7684 x86\u3001<a href=\"https:\/\/www.icshop.com.tw\/products?query=NVIDIA%20Jetson\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA Jetson<\/a>\u3001<a href=\"https:\/\/www.icshop.com.tw\/categories\/raspberry-pi\">\u6a39\u8393\u6d3e<\/a>\u5230 MCU \u5c64\u7d1a\u7684 <a href=\"https:\/\/www.icshop.com.tw\/products?query=nicla\" target=\"_blank\" rel=\"noreferrer noopener\">Arduino Nicla<\/a>\u3001<a href=\"https:\/\/www.icshop.com.tw\/products?query=RP2040\" target=\"_blank\" rel=\"noreferrer noopener\">Pi RP2040<\/a> \u751a\u81f3 <a href=\"https:\/\/www.icshop.com.tw\/products?query=ESP32\" target=\"_blank\" rel=\"noreferrer noopener\">ESP32<\/a> \u90fd\u652f\u63f4\u3002\u8edf\u9ad4\u7684\u6613\u7528\u6027\u642d\u914d\u786c\u9ad4\u7684\u5ee3\u6cdb\u652f\u63f4\uff0c\u9020\u5c31 Edge Impulse \u5728\u793e\u5927\u793e\u7fa4\u4e0a\u7684\u8a0e\u8ad6\u5ea6\u90fd\u52c7\u51a0\u7fa4\u96c4\u3002\u672c\u7bc7\u7b46\u8005\u5c07\u5be6\u969b\u64cd\u4f5c <a href=\"https:\/\/edgeimpulse.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Edge Impulse<\/a> \u5f71\u50cf\u5206\u985e\u6a21\u578b\u8a13\u7df4\uff0c\u4e26\u4e14\u4f48\u7f72\u5230 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800829\" target=\"_blank\" rel=\"noreferrer noopener\">XIAO ESP32S3 Sense<\/a> \u9019\u500b\u71b1\u9580 MCU \u958b\u767c\u677f\u4e0a\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21129\" width=\"975\" height=\"600\"\/><figcaption class=\"wp-element-caption\">Edge Impulse \u5728\u793e\u7fa4\u4e0a\u64c1\u6709\u6975\u9ad8\u7684\u8a0e\u8ad6\u5ea6<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u600e\u9ebc\u73a9\uff1f<\/h2>\n\n\n\n<p>\u5728 Edge Impulse \u9032\u884c\u6a21\u578b\u8a13\u7df4\u5927\u81f4\u6703\u7d93\u904e\u4ee5\u4e0b\u4e03\u500b\u6d41\u7a0b\uff0c\u672c\u7bc7\u5c07\u6703\u5e36\u9818\u5404\u4f4d\u8b80\u8005\u9010\u6b65\u9032\u884c\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<ol>\n<li>\u5efa\u7acb\u5c08\u6848<\/li>\n\n\n\n<li>\u532f\u5165\u8cc7\u6599<\/li>\n\n\n\n<li>\u6a19\u8a18\u8cc7\u6599<\/li>\n\n\n\n<li>\u5275\u5efa\u6d41\u6c34\u7dda(Impulse)<\/li>\n\n\n\n<li>\u8cc7\u6599\u524d\u8655\u7406<\/li>\n\n\n\n<li>\u8a13\u7df4\u6a21\u578b<\/li>\n\n\n\n<li>\u4f48\u7f72\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u5efa\u7acb\u5c08\u6848<\/strong>\uff1a\u9996\u5148\u5230 <a href=\"https:\/\/edgeimpulse.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Edge Impulse<\/a> \u5b98\u7db2\u9032\u884c\u8a3b\u518a\u5f8c\u767b\u5165\uff0c\u5efa\u7acb\u4e00\u500b<a href=\"https:\/\/studio.edgeimpulse.com\/studio\/profile\/projects\" target=\"_blank\" rel=\"noreferrer noopener\">\u65b0\u5c08\u6848<\/a>\u958b\u59cb\u64cd\u4f5c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-1.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21130\" width=\"736\" height=\"448\"\/><figcaption class=\"wp-element-caption\">\u5efa\u7acb Edge Impulse \u65b0\u5c08\u6848<\/figcaption><\/figure>\n\n\n\n<p>\u63a5\u8457\u8f49\u8df3\u5230\u5c08\u6848\u7e3d\u89bd(dashboard)\uff0c\u9019\u9801\u9762\u63d0\u4f9b\u5c08\u6848\u7684\u8cc7\u8a0a\u4e00\u89bd\u4ee5\u53ca\u6559\u5b78\u6307\u5f15\uff0c\u5f8c\u7e8c\u8981\u4e0b\u8f09\u6a21\u578b\u4e5f\u53ef\u4ee5\u65bc\u6b64\u9801\u9762\u4e2d\u627e\u5230\u8a13\u7df4\u597d\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-2.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21131\" width=\"960\" height=\"471\"\/><figcaption class=\"wp-element-caption\">\u5c08\u6848\u5100\u9336\u677f dashboard<\/figcaption><\/figure>\n\n\n\n<p><strong>\u532f\u5165\u8cc7\u6599<\/strong>\uff1a\u5728\u8a13\u7df4\u6a21\u578b\u4e4b\u524d\u5fc5\u9808\u6e96\u5099\u597d\u8a13\u7df4\u8cc7\u6599\uff0c\u9ede\u9078\u5de6\u5074\u9078\u55ae\u6b04\u4f4d\u4e2d\u7684 \u201cData acquisition\u201d\u3002\u628a\u8cc7\u6599\u532f\u5165 <a href=\"https:\/\/edgeimpulse.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Edge Impulse<\/a> \u53ef\u4ee5\u81ea\u884c\u4e0a\u50b3\u6a94\u6848\u6216\u662f\u4f7f\u7528 Client \u7aef\u8a2d\u5099\u9032\u884c\u8cc7\u6599\u63a1\u96c6\u5f8c\u4e0a\u50b3\u3002\u7531\u65bc\u7b46\u8005\u9810\u8a08\u8981\u4f7f\u7528 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800829\" target=\"_blank\" rel=\"noreferrer noopener\">XIAO ESP32S3 Sense<\/a> \u505a\u63a8\u8ad6\uff0c\u4ed6\u9084\u6c92\u8fa6\u6cd5\u4f7f\u7528 Client \u7aef\u76f4\u63a5\u62cd\u7167\u4e0a\u50b3\u529f\u80fd\uff0c\u53d6\u800c\u4ee3\u4e4b\u5fc5\u9808\u8981\u5148\u5c07\u7167\u7247\u5132\u5b58\u5230 SD Card \u4e0a\uff0c\u5728\u8b80\u51fa\u4f86\u4e0a\u50b3\u3002\u4e0d\u904e\u7b46\u8005\u9019\u908a\u6253\u7b97\u5077\u5403\u6b65\u4e00\u4e0b\uff0c\u76f4\u63a5\u4f7f\u7528 <a href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Teachable Machine<\/a> \u5f9e\u96fb\u8166\u7684 webcam \u505a\u8cc7\u6599\u6536\u96c6\uff0c\u4e26\u4e14\u6574\u5305\u5132\u5b58\u70ba\u4e00\u500b\u5c08\u6848\u6a94\uff0c\u5167\u90e8\u89e3\u58d3\u7e2e\u5c31\u6709\u6db5\u84cb\u5f71\u50cf\u8cc7\u6599\u5728\u5176\u4e2d\u4e86\u3002\u7f3a\u9ede\u53ef\u80fd\u662f\u900f\u904e webcam \u8490\u96c6\u5230\u7684\u5f71\u50cf\u8cc7\u6599\u7684\u984f\u8272\u8207\u8b8a\u5f62\u7a0b\u5ea6\u6703\u8ddf\u5be6\u969b\u63a8\u8ad6\u4f7f\u7528\u7684 camera \u6703\u6709\u6240\u4e0d\u540c\uff0c\u4f46\u597d\u8655\u5247\u662f\u53ef\u4ee5\u7701\u6642\u8a31\u591a\uff01\u800c <a href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Teachable Machine<\/a> \u7684\u64cd\u4f5c\u65b9\u5f0f\u53ef\u4ee5\u53c3\u8003\u7b46\u8005\u672c\u7cfb\u5217\u524d\u8ff0\u7684\u6587\u7ae0\uff0c\u5728\u6b64\u5c31\u4e0d\u505a\u8d05\u8ff0\u4e86\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-3.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21132\" width=\"958\" height=\"314\"\/><figcaption class=\"wp-element-caption\">\u8cc7\u6599\u532f\u5165\u7684\u4ecb\u9762<\/figcaption><\/figure>\n\n\n\n<p>\u5f9e Teachable Machine \u532f\u51fa\u7684 .tm \u6a94\u6848\u5be6\u70ba\u4e00\u500b\u58d3\u7e2e\u6a94\uff0c\u5c07\u5176\u89e3\u58d3\u7e2e\u5f8c\u53ef\u4ee5\u5f97\u5230\u6240\u6709\u985e\u5225\u7684\u5f71\u50cf\u8cc7\u6599\uff0c\u5176\u547d\u540d\u898f\u5247\u70ba &lt;class name&gt;-!-&lt;number&gt;.jpg\uff0c\u543e\u7b49\u53ef\u4ee5\u5c07\u6b64\u8cc7\u6599\u593e\u5167\u5bb9\u5168\u6578\u4e0a\u50b3\u5230 <a href=\"https:\/\/edgeimpulse.com\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"link-annotation-unknown-block-id--1959396557\" style=\"border-bottom:0.05em solid;border-color:rgba(55,53,47,.4);opacity:0.7\">Edge Impulse<\/span><\/a> \u4e0a\u5728\u6a19\u7c64\u8a2d\u5b9a\u5373\u53ef\u3002\u65bc \u201cData acquisition\u201d \u9801\u9762\u9ede\u9078 \u201d+ Add data\u201d \uff0c\u5f48\u51fa\u5c0d\u8a71\u6846\u4e2d\u53ef\u9078\u64c7 \u201cSelect a folder\u201d \u4e00\u6b21\u4e0a\u50b3\u6240\u6709\u7167\u7247\u8cc7\u6599\u3002\u6a19\u7c64\u90e8\u5206\u53ef\u4ee5\u5148\u5ffd\u7565\uff0c\u5f8c\u7e8c\u6703\u7528\u7be9\u9078\u65b9\u5f0f\u66f4\u65b0\u6a19\u7c64\u3002\u63a5\u8457\u9ede\u9078 \u201cUpload data\u201d \u7b49\u5f85\u4e00\u6bb5\u6642\u9593\u5f8c\u5373\u5b8c\u6210\u4e0a\u50b3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-4.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21133\" width=\"854\" height=\"700\"\/><figcaption class=\"wp-element-caption\">\u4e0a\u50b3\u8cc7\u6599\u5c0d\u8a71\u6846<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u6a19\u8a18\u8cc7\u6599<\/strong>\uff1a\u4e0a\u50b3\u5b8c\u6210\u9810\u8a2d\u6703\u4ee5 80:20 \u6bd4\u4f8b\u5206\u70ba\u8a13\u7df4\u8cc7\u6599\u8207\u6e2c\u8a66\u8cc7\u6599\uff0c\u90fd\u53ef\u4ee5\u5728 \u201cData acquisition\u201d \u9801\u9762\u7576\u4e2d\u67e5\u770b\u8207\u7de8\u8f2f\uff0c\u4e5f\u53ef\u5728\u6b64\u9032\u884c\u6a19\u7c64\u7684\u4fee\u6539\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-5.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21134\" width=\"822\" height=\"514\"\/><figcaption class=\"wp-element-caption\">Data acquisition \u7684\u8cc7\u6599\u6aa2\u7d22<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u9078\u64c7\u6f0f\u6597\u7684\u5716\u793a\uff0c\u5728 &#8220;By name&#8221; \u6b04\u4f4d\u8f38\u5165\u7be9\u9078\u5b57\u4e32\uff0c\u4e5f\u5c31\u662f teachable machine \u4e0a\u500b\u5206\u985e\u7684\u540d\u7a31\uff0c\u8f38\u5165\u5f8c\u53ef\u4ee5\u4e00\u6b21\u52fe\u9078\u6240\u6709\u6a94\u6848\uff0c\u518d\u9ede\u9078 \u201cEdit Labels\u201d \u6309\u9215\uff0c\u8f38\u5165\u65b0\u7684\u6a19\u7c64\u540d\u7a31\u3002\u91cd\u8907\u6578\u6b21\u5f8c\u5373\u53ef\u5b8c\u6210\u6240\u6709\u8cc7\u6599\u7684\u6a19\u7c64\u4fee\u6539\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-6.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21135\" width=\"593\" height=\"665\"\/><figcaption class=\"wp-element-caption\">\u4fee\u6539\u6240\u6709\u8cc7\u6599\u7684\u6a19\u7c64 Label<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><span data-token-index=\"0\" class=\"notion-enable-hover\" style=\"font-weight:600\">\u5275\u5efa\u6d41\u6c34\u7dda(Impulse)<\/span>\uff1a\u9ede\u9078 \u201cImpulse Design\u201d \u4e2d\u7684 \u201cCreate Impulse\u201d \u4f86\u5275\u5efa Edge Impulse \u7684\u5de5\u4f5c\u6d41\u6c34\u7dda\uff0c\u8f38\u5165\u8cc7\u6599\u5927\u5c0f\u9078\u64c7 &#8220;96&#215;96&#8243;\uff0c <\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-7.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21136\" width=\"953\" height=\"389\"\/><figcaption class=\"wp-element-caption\">Create Impulse<\/figcaption><\/figure>\n\n\n\n<p>\u63a5\u8457\u5728\u7b2c\u4e8c\u683c\u865b\u6846\u4e2d\u9ede\u9078 \u201cAdd a processing block\u201d\uff0c\u9ede\u9078 &#8220;Image\u201d \u53f3\u5074\u7684 &#8220;Add&#8221; \u6309\u9215\uff0c\u5c07\u6b63\u898f\u5316\u8655\u7406\u5f8c\u7684\u5f71\u50cf\u8cc7\u6599\u4f5c\u70ba\u8a13\u7df4\u8cc7\u6599\u8f38\u5165\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-8.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21137\" width=\"599\" height=\"384\"\/><figcaption class=\"wp-element-caption\">Add a processing block<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u518d\u4f86\u5728\u7b2c\u4e09\u683c\u865b\u6846\u4e2d\u9ede\u9078 \u201cAdd a learning block\u201d\uff0c\u9ede\u9078 &#8220;Transfer Learning(Images)\u201d \u53f3\u5074\u7684 &#8220;Add&#8221; \u6309\u9215\uff0c\u63a1\u7528\u9077\u79fb\u5b78\u7684\u65b9\u5f0f\u8f09\u5165\u9810\u8a13\u7df4\u6a21\u578b\u6b0a\u91cd\u518d\u6b21\u8a13\u7df4\u6210\u6240\u9700\u8981\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-9.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21138\" width=\"599\" height=\"642\"\/><figcaption class=\"wp-element-caption\">Add a learning block<\/figcaption><\/figure>\n\n\n\n<p>\u5b8c\u6210\u5f8c\u9ede\u9078\u53f3\u5074\u7684 &#8220;Save impulse&#8221; \u5b8c\u6210\u6d41\u6c34\u7dda\u7684\u8a2d\u5b9a\uff0c\u4ee5\u4e0a\u90fd\u662f\u7b46\u8005\u5efa\u8b70\u5165\u9580\u8005\u7684\u8a2d\u5b9a\u53c3\u6578\uff0c\u82e5\u5404\u4f4d\u4e4b\u5f8c\u6709\u8208\u8da3\u7814\u7a76\uff0c\u90fd\u53ef\u4ee5\u56de\u5230\u6b64\u968e\u6bb5\u9032\u884c\u53c3\u6578\u8abf\u6574\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-10.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21139\" width=\"814\" height=\"325\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u8cc7\u6599\u524d\u8655\u7406<\/strong>\uff1a\u9ede\u9078 \u201cImpulse design\u201d \u4e2d\u7684 \u201cImage\u201d\uff0c\u5728\u6b64\u7ba1\u7406\u8981\u9032\u884c\u8a13\u7df4\u7684\u8cc7\u6599\u5167\u5bb9\uff0c\u5c0d\u65bc\u6efe\u52d5\u5f0f\u66f4\u65b0\u7684\u8f38\u5165\u8cc7\u6599\u9084\u53ef\u4ee5\u65bc\u6b64\u8a2d\u5b9a\u8207\u5340\u5206\u4e0d\u540c\u7248\u672c\u3002\u65b0\u7684\u8cc7\u6599\u5728\u8a13\u7df4\u4e4b\u524d\u9700\u8981\u9ede\u9078\u4e0a\u65b9 \u201cGenerate features\u201d \u5206\u9801\uff0c\u63a5\u8457\u9ede\u9078 &#8220;Generate features\u201d \u6309\u9215\uff0c\u7522\u751f\u8cc7\u6599\u7279\u5fb5\u8207\u6b63\u898f\u5316\uff0c\u4fbf\u5229\u65bc\u5f8c\u7e8c\u4f5c\u70ba\u8a13\u7df4\u8cc7\u6599\u8f38\u5165\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-11.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21140\" width=\"950\" height=\"450\"\/><figcaption class=\"wp-element-caption\">generate features<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u8a13\u7df4\u6a21\u578b<\/strong>\uff1a\u7d42\u65bc\u8981\u4f86\u5230\u8a13\u7df4\u6a21\u578b\u968e\u6bb5\u4e86\uff01\u9ede\u9078 \u201cImpulse design\u201d \u4e2d\u7684 \u201cTransfer learning\u201d\uff0c\u9019\u908a\u5df2\u7d93\u9810\u5148\u8f09\u5165\u597d\u9077\u79fb\u5b78\u7fd2\u7684\u8a13\u7df4\u53c3\u6578\uff0c\u5305\u542b\u8a13\u7df4\u6b21\u6578(training cycle)\u3001\u5b78\u7fd2\u7387(learning rate)\u3001\u795e\u7d93\u7db2\u8def\u6a21\u578b(model)\u7b49\u3002\u5efa\u8b70\u521d\u6b21\u4f7f\u7528\u7684\u5925\u4f34\u4fdd\u6301\u9810\u8a2d\u5373\u53ef\uff0c\u53f3\u4e0a\u65b9\u76ee\u6a19\u904b\u884c\u7684\u88dd\u7f6e &#8220;Target&#8221; \u76ee\u524d\u9084\u6c92\u6709 ESP32S3 \u7684\u9078\u9805\uff0c\u53ef\u4ee5\u9078\u64c7\u8f03\u70ba\u8cbc\u8fd1\u7684 \u201cEspressif ESP-EYE (ESP32 240MHz)\u201d\uff0c\u63a5\u8457\u9ede\u9078\u4e0b\u65b9 &#8220;Start training\u201d \u6309\u9215\u958b\u59cb\u9032\u884c\u8a13\u7df4\uff0c\u53f3\u5074\u5247\u6703\u986f\u793a\u8a13\u7df4\u904e\u7a0b\u7684 log \u8cc7\u8a0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-12.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21141\" width=\"812\" height=\"433\"\/><figcaption class=\"wp-element-caption\">\u9032\u884c\u9077\u79fb\u5b78\u7fd2 Transfer learning \u8a13\u7df4<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7b49\u5f85\u4e00\u6bb5\u6642\u9593\u904e\u5f8c\uff0c\u7576\u6a21\u578b\u8a13\u7df4\u5b8c\u6210\u53f3\u65b9\u5247\u6703\u986f\u793a\u6b64\u6a21\u578b\u7684\u8cc7\u8a0a\uff0c\u5305\u542b\u7cbe\u78ba\u5ea6(Accuracy)\u3001\u6df7\u6dc6\u77e9\u9663(Confusion matrix)\u3001\u4ee5\u53ca\u9810\u4f30\u5728\u76ee\u6a19\u88dd\u7f6e\u4e0a\u7684\u63a8\u8ad6\u6548\u80fd\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-13.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21142\" width=\"601\" height=\"692\"\/><figcaption class=\"wp-element-caption\">\u6a21\u578b\u8a13\u7df4\u7d50\u679c\u8cc7\u8a0a<\/figcaption><\/figure>\n\n\n\n<p><strong>\u4f48\u7f72\u6a21\u578b<\/strong>\uff1a\u9032\u5165\u5230\u6700\u5f8c\u968e\u6bb5\uff0c\u9ede\u9078 \u201dDeployment\u201d \u8a2d\u5b9a\u4f48\u7f72\u6a21\u578b\u7684\u53c3\u6578\u3002\u9078\u64c7\u8981\u4f48\u7f72\u7684\u5e73\u53f0\u70ba \u201cArduino Library\u201d\uff0c\u4e26\u4e14\u5c07\u4e0b\u65b9 \u201cEnable EON Compiler\u201d \u7684\u9078\u9805\u95dc\u9589\uff0c\u76ee\u524d ESP32 S3 \u4e26\u4e0d\u652f\u63f4\u6b64\u529f\u80fd\uff0c\u800c\u91cf\u5316\u683c\u5f0f\u9078\u64c7\u70ba \u201cint8\u3002\u5b8c\u6210\u8a2d\u5b9a\u5f8c\u9ede\u9078\u4e0b\u65b9\u7684 &#8220;Build&#8221; \u6309\u9215\uff0cEdge Impulse \u6703\u5c07\u6240\u6709\u9700\u8981\u7684\u7a0b\u5f0f\u78bc\u6253\u5305\u6210\u58d3\u7e2e\u6a94\u4e26\u4e14\u81ea\u52d5\u4e0b\u8f09\uff0c\u6a94\u6848\u540d\u7a31\u70ba ei-&lt;project name&gt;-arduino-&lt;version&gt;.zip\uff0c\u56e0\u6b64\u5f88\u597d\u5340\u5206\u5c08\u6848\u8207\u4e0d\u540c\u7684\u6a21\u578b\u7248\u672c\u3002\u65bc\u6b64\u5373\u5b8c\u6210\u4e86 Edge Impulse \u4e0a\u6240\u6709\u64cd\u4f5c\uff0c\u63a5\u4e0b\u4f86\u5c31\u662f\u5be6\u969b\u5c07\u7a0b\u5f0f\u78bc\u71d2\u9304\u5230 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800829\" target=\"_blank\" rel=\"noreferrer noopener\">XIAO ESP32S3 Sense<\/a> \u4e0a\u9032\u884c\u63a8\u8ad6\u4e86\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-14.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21143\" width=\"888\" height=\"704\"\/><figcaption class=\"wp-element-caption\">\u4f48\u7f72\u6a21\u578b<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f48\u7f72\u5230 XIAO ESP32S3 Sense \u63a8\u8ad6<\/h2>\n\n\n\n<p>\u65bc\u7b46\u8005\u843d\u7b46\u4e4b\u6642 ESP32S3 \u5c1a\u672a\u88ab <a href=\"https:\/\/edgeimpulse.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Edge Impulse<\/a> \u5b98\u65b9\u6b63\u5f0f\u652f\u63f4\uff0c\u82e5\u8981\u5728 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800829\" target=\"_blank\" rel=\"noreferrer noopener\">XIAO ESP32S3 Sense<\/a> \u4e0a\u9032\u884c\u63a8\u8ad6\u5c1a\u9700\u4ee5\u4e0b\u5e7e\u500b\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5b89\u88dd Edge Impulse Arduino Library<\/li>\n\n\n\n<li>Patch <a href=\"https:\/\/github.com\/Mjrovai\/XIAO-ESP32S3-Sense\/blob\/main\/ESP-NN.zip\" target=\"_blank\" rel=\"noreferrer noopener\">ESP-NN<\/a><\/li>\n\n\n\n<li>\u4fee\u6539esp32-camera\u7bc4\u4f8b<\/li>\n\n\n\n<li>\u71d2\u9304\u3001\u904b\u884c\u63a8\u8ad6<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u5b89\u88dd Edge Impulse Arduino Library<\/strong>\uff1a \u958b\u555f <a href=\"https:\/\/docs.arduino.cc\/software\/ide-v2\" target=\"_blank\" rel=\"noreferrer noopener\">Arduino IDE<\/a>\uff08\u7b46\u8005\u4f7f\u7528\u7248\u672c\u70ba 2.2.0\uff09\u5728\u529f\u80fd\u5217\u9078\u64c7 \u201cSketch\u201d \u2192 \u201cInclude Library\u201d \u2192 \u201cAdd .ZIP Library\u2026\u201d\uff0c\u9078\u64c7\u525b\u525b\u5f9e Edge Impulse \u4e0b\u8f09\u7684 Arduino Library\uff0c\u6a94\u6848\u540d\u7a31\u4ee5\u7b46\u8005\u7684\u5c08\u6848\u70ba\u4f8b\u662f \u201cei-esp32s3-dev-arduino-1.0.1.zip\u201d\u3002<\/p>\n\n\n\n<p>Patch <a href=\"https:\/\/github.com\/Mjrovai\/XIAO-ESP32S3-Sense\/blob\/main\/ESP-NN.zip\" target=\"_blank\" rel=\"noreferrer noopener\">ESP-NN<\/a>\uff1a \u524d\u5f80 <a href=\"https:\/\/mjrobot.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Marcelo Rovai<\/a> \u5927\u795e\u7684 <a href=\"https:\/\/github.com\/Mjrovai\/XIAO-ESP32S3-Sense\" target=\"_blank\" rel=\"noreferrer noopener\">github repo<\/a> \u4e0b\u8f09 <a href=\"https:\/\/github.com\/Mjrovai\/XIAO-ESP32S3-Sense\/blob\/main\/ESP-NN.zip\" target=\"_blank\" rel=\"noreferrer noopener\">ESP-NN.zip<\/a>\uff0c\u89e3\u58d3\u7e2e\u81f3 \u201cArduino\\libraries\\esp32s3-dev_inferencing\\src\\edge-impulse-sdk\\porting\\espressif\u201d \u8def\u5f91\u4e26\u53d6\u4ee3\u6389\u539f\u6709\u6a94\u6848\uff0c\u7559\u610f\u5176\u4e2d \u201cesp32s3-dev_inferencing\u201d \u70ba\u7b46\u8005\u7684 Edge Impulse \u5c08\u6848\u540d\u7a31\uff0c\u53ef\u80fd\u6703\u548c\u5404\u4f4d\u8b80\u8005\u7684\u64cd\u4f5c\u6709\u6240\u4e0d\u540c\u3002<\/p>\n\n\n\n<p><strong>\u4fee\u6539esp32-camera\u7bc4\u4f8b<\/strong>\uff1a\u958b\u555f\u7bc4\u4f8b \u201d&lt;project name&gt;_inferencing\u201d \u2192 \u201cesp32\u201d \u2192 \u201cesp32_camera\u201d\uff0c\u5c07\u539f\u59cb\u884c\u865f 32~80 \u4e4b\u9593\u7684 camera \u8a2d\u5b9a\u53c3\u6578\u6539\u7531\u4ee5\u4e0b\u7684\u7a0b\u5f0f\u6bb5\u843d\u8986\u84cb\uff0c\u4f86\u5c0d\u61c9\u5230\u5be6\u969b XIAO ESP32S3 Sense \u7684 Pinout\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>#define CAMERA_MODEL_XIAO_ESP32S3 \/\/ Has PSRAM\n\n#define PWDN_GPIO_NUM     -1\n#define RESET_GPIO_NUM    -1\n#define XCLK_GPIO_NUM     10\n#define SIOD_GPIO_NUM     40\n#define SIOC_GPIO_NUM     39\n\n#define Y9_GPIO_NUM       48\n#define Y8_GPIO_NUM       11\n#define Y7_GPIO_NUM       12\n#define Y6_GPIO_NUM       14\n#define Y5_GPIO_NUM       16\n#define Y4_GPIO_NUM       18\n#define Y3_GPIO_NUM       17\n#define Y2_GPIO_NUM       15\n#define VSYNC_GPIO_NUM    38\n#define HREF_GPIO_NUM     47\n#define PCLK_GPIO_NUM     13\n\n#define LED_GPIO_NUM      21\n\n\n\/* Constant defines -------------------------------------------------------- *\/\n#define EI_CAMERA_RAW_FRAME_BUFFER_COLS           320\n#define EI_CAMERA_RAW_FRAME_BUFFER_ROWS           240\n#define EI_CAMERA_FRAME_BYTE_SIZE                 3<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u71d2\u9304\u3001\u904b\u884c\u63a8\u8ad6<\/strong>\uff1a \u5b8c\u6210\u4ee5\u4e0a\u4fee\u6539\u5f8c\u5c07\u6a94\u6848\u53e6\u5b58\u65b0\u6a94\uff0c\u5c31\u80fd\u9032\u884c\u7de8\u8b6f\u4e26\u4e14\u71d2\u9304\u4e86\uff01\u71d2\u9304\u6642\u52d9\u5fc5\u9078\u64c7\u5230\u6b63\u78ba\u7684\u958b\u767c\u677f\uff0c\u540c\u6642 PSRAM \u9078\u9805\u4e5f\u8981\u9078\u64c7 &#8220;OPI PSRAM\u201d\uff08\u5982\u4e0b\u5716\u6240\u793a\uff09\uff0c\u78ba\u4fdd\u80fd\u5b58\u53d6\u5230\u5916\u639b\u7684 PSRAM\u3002\u7531\u65bc\u51fd\u5f0f\u5eab\u8f03\u5927\uff0c\u7de8\u8b6f\u6240\u8017\u8cbb\u7684\u6642\u9593\u8f03\u9577\uff0c\u4e5f\u8acb\u4fdd\u6301\u8010\u5fc3\u7a0d\u52a0\u7b49\u5f85\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-15.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21144\" width=\"489\" height=\"550\"\/><figcaption class=\"wp-element-caption\">\u958b\u767c\u677f\u53c3\u6578\u8a2d\u5b9a<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u71d2\u9304\u5b8c\u6210\u5f8c\u5c07\u8981\u8fa8\u8b58\u7684\u7269\u9ad4\u653e\u7f6e\u65bc <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800829\" target=\"_blank\" rel=\"noreferrer noopener\">XIAO ESP32S3 Sense<\/a> \u93e1\u982d\u524d\u65b9\uff0c\u5f9e Arduino IDE \u958b\u555f\u5e8f\u5217\u57e0\u76e3\u63a7\u8996\u7a97\u4f86\u89c0\u5bdf\u8fa8\u8b58\u5230\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/PXL_20231123_005819537.jpg\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21145\" width=\"860\" height=\"645\"\/><figcaption class=\"wp-element-caption\">\u57f7\u884c\u5f71\u50cf\u5206\u985e\u63a8\u8ad6<\/figcaption><\/figure>\n\n\n\n<p>\u7b46\u8005\u540c\u6a23\u662f\u904b\u7528\u5f71\u50cf\u5206\u985e\u53bb\u8fa8\u8b58 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030200698\">LinkIt7697<\/a>\u3001<a href=\"https:\/\/www.icshop.com.tw\/products\/368030501594\">PICO<\/a>\u3001<a href=\"https:\/\/www.icshop.com.tw\/products\/368030501661\">TTGO<\/a> \u8207\u80cc\u666f\u56db\u500b\u5206\u985e\u3002\u5be6\u969b\u6e2c\u8a66\u9664\u4e86 LinkIt7697 \u8207 PICO \u4f9d\u820a\u56e0\u70ba\u9ad8\u5ea6\u76f8\u4f3c\u4e0d\u6613\u8fa8\u8b58\u51fa\uff08\u6b64\u70ba\u7b46\u8457\u6545\u610f\u5b89\u6392\u7684\u6bd4\u8f03\uff09\u4e4b\u5916\uff0cTTGO \u3001 PICO\u8207 Nothing \u5747\u80fd\u9806\u5229\u8fa8\u8b58\u51fa\u4f86\u3002\u6bcf\u6b21\u63a8\u8ad6\u6240\u8017\u8cbb\u7684\u6642\u9593\u7d04\u70ba 223 ms\uff0c FPS \u53ef\u8d85\u904e 4 \u5f35\uff0c\u5c0d\u65bc MCU \u4f86\u8aaa\u5df2\u7d93\u7b97\u76f8\u7576\u4e0d\u932f\u4e86\uff0c\u5728\u6c92\u6709\u7cbe\u7d30\u7684\u6642\u9593\u8981\u6c42\u4e0b\u5df2\u7b97\u662f\u582a\u7528\u4e86\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-16.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21146\" width=\"800\" height=\"181\"\/><figcaption class=\"wp-element-caption\">\u8fa8\u8b58\u5230\u80cc\u666f<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2024\/01\/Untitled-17.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u5341\u4e00)\uff1aEdge Impulse \u642d\u914d XIAO ESP32-S3 \u5be6\u4f5c\u5f71\u50cf\u5206\u985e\u5c08\u984c\" class=\"wp-image-21147\" width=\"800\" height=\"227\"\/><figcaption class=\"wp-element-caption\">\u8fa8\u8b58\u5230 TTGO \u958b\u767c\u677f<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c0f\u7d50\uff0dTinyML \u7684\u6700\u5f37\u7d44\u5408<\/h2>\n\n\n\n<p><a href=\"https:\/\/www.icshop.com.tw\/products\/368030800829\">XIAO ESP32<\/a><a href=\"https:\/\/www.icshop.com.tw\/products\/368030800829\" target=\"_blank\" rel=\"noreferrer noopener\">S<\/a><a href=\"https:\/\/www.icshop.com.tw\/products\/368030800829\">3 Sense<\/a> \u7684\u6838\u5fc3\u642d\u8f09\u53ef\u4ee5\u8aaa\u662f\u76ee\u524d\u793e\u7fa4\u8a0e\u8ad6\u5ea6\u975e\u5e38\u71b1\u9580\u7684 ESP32S3\uff0c\u642d\u914d <a href=\"https:\/\/edgeimpulse.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Edge Impulse<\/a> \u5be6\u8e10 MCU \u5c64\u7d1a\u7684\u5f71\u50cf\u5206\u985e\u6027\u50f9\u6bd4\u53ef\u8aaa\u662f\u7121\u4eba\u80fd\u51fa\u5176\u53f3\u3002\u5373\u4fbf\u76ee\u524d\u7684 <a href=\"https:\/\/edgeimpulse.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Edge Impulse<\/a> \u5b98\u65b9\u5c1a\u672a\u6b63\u5f0f\u652f\u63f4 ESP32S3\uff0c\u4f46\u5728\u793e\u7fa4\u7684\u52a9\u529b\u4e4b\u4e0b\u53ef\u4ee5\u85c9\u7531 <a href=\"https:\/\/mjrobot.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Marcelo Rovai<\/a> \u5927\u795e\u5be6\u4f5c\u7684 <a href=\"https:\/\/github.com\/Mjrovai\/XIAO-ESP32S3-Sense\">ESP32S3 TinyML \u5c08\u6848<\/a>\uff0c\u4f86\u5be6\u73fe\u6b64\u71b1\u9580\u958b\u767c\u677f\u7684\u5404\u985e AI \u63a8\u8ad6\u61c9\u7528\uff0c\u76f8\u95dc\u6280\u8853\u7d30\u7bc0\u4e5f\u53ef\u5728 <a href=\"https:\/\/mjrobot.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Marcelo Rovai<\/a> \u65bc <a href=\"https:\/\/www.youtube.com\/watch?v=KeXlAazzgKw\" target=\"_blank\" rel=\"noreferrer noopener\">TinyML Talk \u7dda\u4e0a\u5206\u4eab<\/a>\u4f86\u7aba\u63a2\u4e00\u4e8c\u3002\u9664\u6b64\u4e4b\u5916 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800829\" target=\"_blank\" rel=\"noreferrer noopener\">XIAO ESP32S3 Sense<\/a> \u4e5f\u53ef\u4ee5\u900f\u904e\u677f\u4e0a\u5167\u5efa\u7684 MEMS <a href=\"https:\/\/www.icshop.com.tw\/categories\/microphone\" target=\"_blank\" rel=\"noreferrer noopener\">\u9ea5\u514b\u98a8<\/a>\u642d\u914d Edge Impulse \u5be6\u4f5c<a href=\"https:\/\/wiki.seeedstudio.com\/xiao_esp32s3_keyword_spotting\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u95dc\u9375\u5b57\u8fa8\u8b58<\/a>\u6216\u8072\u97f3\u5206\u985e\u529f\u80fd\uff0c\u6709\u8208\u8da3\u7684\u5925\u4f34\u4e5f\u90fd\u80fd\u8a66\u8a66\u770b\uff0c\u767c\u6398\u9019\u5957\u8edf\u786c\u9ad4\u7d44\u5408\u7684\u6f5b\u80fd\uff01[]~(\uffe3\u25bd\uffe3)~*<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Edge Impulse \u8aaa\u5230\u8fd1\u5e74\u6700\u5f37\u52e2\u7684\u908a\u7de3\u7aef ML \u5e73\u53f0\uff0c\u83ab\u904e\u65bc Edge Impulse \u83ab\u5c6c\u4e86\uff01\u56ca\u62ec\u8cc7 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":21242,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[235,238],"tags":[],"table_tags":[],"_links":{"self":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/21128"}],"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=21128"}],"version-history":[{"count":4,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/21128\/revisions"}],"predecessor-version":[{"id":21243,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/21128\/revisions\/21243"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media\/21242"}],"wp:attachment":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media?parent=21128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/categories?post=21128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/tags?post=21128"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/table_tags?post=21128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}