{"id":18519,"date":"2023-03-03T09:00:00","date_gmt":"2023-03-03T01:00:00","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=18519"},"modified":"2023-03-03T09:46:45","modified_gmt":"2023-03-03T01:46:45","slug":"maker-ai-teachable-machine","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2023\/03\/03\/maker-ai-teachable-machine\/","title":{"rendered":"Maker \u73a9 AI \u7cfb\u5217(\u4e00)\uff1aTeachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177"},"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\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"526\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/03\/1000x526.jpg\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e00)\uff1aTeachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-18527\"\/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001Teachable Machine<\/h2>\n\n\n\n<p>Google \u65bc 2017 \u5e74\u88fd\u4f5c\u4e86 <a href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Teachable Machine<\/a>\uff08\u4ee5\u4e0b\u7c21\u7a31 TM\uff09\u7db2\u9801\u7248\u672c\u7684 AI \u8edf\u9ad4\u5de5\u5177\uff0c\u752b\u4e00\u63a8\u51fa\u5c31\u53d7\u5230\u512a\u7570\u7684\u597d\u8a55\u8207\u56de\u97ff\uff0c\u539f\u56e0\u5728\u65bc\u9019\u500b\u7db2\u7ad9\u5e7e\u4e4e\u53ef\u4ee5\u4e0d\u9700\u8981\u4efb\u4f55\u8aaa\u660e\u8207\u6558\u8ff0\uff0c\u5c31\u53ef\u4ee5\u81ea\u884c\u6478\u7d22\u641e\u61c2\u539f\u4f86\u7528 AI \u5be6\u8e10\u96fb\u8166\u8996\u89ba\u662f\u9019\u9ebc\u4e00\u56de\u4e8b\uff01<\/p>\n\n\n\n<p>\u4e4b\u5f8c\u66f4\u65bc 2019 \u5e74\u63a8\u51fa Teachable Machine V2\uff0c\u9664\u4e86\u5c07\u539f\u6709\u7684 Image Classification\uff08\u5f71\u50cf\u5206\u985e\uff09\u7531\u56fa\u5b9a\u4e09\u500b\u5206\u985e\u64f4\u5145\u70ba\u81ea\u5b9a\u7fa9\u5206\u985e\u6578\u91cf\uff0c\u4e26\u4e14\u589e\u52a0\u4e86 Audio\uff08\u8072\u97f3\uff09\u8207 Pose\uff08\u4eba\u9ad4\u59ff\u52e2\uff09\u5169\u500b\u985e\u5225\u7684\u5206\u985e\u5668\uff0c\u6b64\u5916\u66f4\u652f\u63f4\u5c08\u6848\u7684\u5b58\u6a94\u8207\u8f49\u532f\u51fa\u529f\u80fd\uff0c\u4e0d\u4f46\u80fd\u4fdd\u7559\u8cc7\u6599\u65bc\u65e5\u5f8c\u7e7c\u7e8c\u7de8\u8f2f\uff0c\u540c\u6642\u9084\u80fd\u532f\u51fa Keras\u3001TensorFlow\u3001tf.js \u7b49\u4e0d\u540c\u683c\u5f0f\u7684\u6a21\u578b\u6a94\u6848\uff0c\u5927\u5e45\u63d0\u9ad8\u4e86\u5f8c\u7e8c\u8f49\u61c9\u7528\u7684\u53ef\u73a9\u6027\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u600e\u9ebc\u73a9\uff1f<\/h2>\n\n\n\n<p>\u9032\u5165 [<a href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">TM \u7db2\u7ad9<\/a>]\u9ede\u9078\u300cGet Started\u300d\uff0c\u6703\u770b\u5230\u65b0\u5c08\u6848\u9078\u64c7\u9801\u9762\uff0c\u9019\u908a\u53ef\u4ee5\u9078\u64c7\u958b\u555f\u4e09\u7a2e\u4e0d\u540c\u985e\u578b\u7684\u65b0\u5c08\u6848\uff0c\u5206\u5225\u70ba\u5f71\u50cf\u3001\u8072\u97f3\u8207\u59ff\u52e2\uff0c\u5efa\u8b70\u5c31\u5f9e\u6700\u57fa\u672c\u7684\u7684\u5f71\u50cf\u5c08\u6848(Image Project)\u958b\u59cb\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/1.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" width=\"723\" height=\"364\"\/><figcaption>Teachable Machine \u4e0a\u4e09\u7a2e\u4e0d\u540c\u985e\u578b\u7684\u5c08\u6848<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u9ede\u9078\u5f8c\u6703\u6709\u4e00\u500b\u5f48\u51fa\u662f\u5c0d\u8a71\u6846\uff0c\u8a62\u554f\u8981\u9078\u64c7\u6a19\u6e96\u5f71\u50cf\u6a21\u578b(Standard image model)\u6216\u662f\u5d4c\u5165\u5f0f\u5f71\u50cf\u6a21\u578b(Embedded image model)\u3002\u5169\u8005\u7684\u5dee\u7570\u5728\u65bc\u8f38\u5165\u7684\u5f71\u50cf\u5c3a\u5bf8\u662f\u6a19\u6e96\u7684 224\u00d7224 \u50cf\u7d20\uff0c\u6216\u662f\u7cbe\u7c21\u7684 96\u00d796 \u50cf\u7d20\u5c0f\u5c3a\u5bf8\u5f71\u50cf\uff0c\u5f8c\u8005\u7279\u5225\u9069\u7528\u65bc\u642d\u8f09 TensorFlow Lite \u7684\u5d4c\u5165\u5f0f\u7cfb\u7d71\u6216\u662f\u5fae\u63a7\u5236\u5668\u3002\u5efa\u8b70\u53ef\u4ee5\u5148\u9078\u64c7\u8f03\u70ba\u6cdb\u7528\u7684\u6a19\u6e96\u5c3a\u5bf8\u6a21\u578b\uff0c\u5728\u6b64\u4e00\u65e6\u9078\u5b9a\u4e86\uff0c\u5f8c\u7e8c\u5c31\u4e0d\u80fd\u5920\u518d\u505a\u66f4\u63db\u3002<a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/2.png\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/2-700x267.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62594\" width=\"700\" height=\"267\"\/><figcaption>\u6a21\u578b\u5c3a\u5bf8\u9078\u64c7<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u63a5\u8457\u5c31\u6703\u5230\u8a13\u7df4\u6a21\u578b\u7684\u4ecb\u9762\u4e86\uff0c\u9019\u88e1\u53ef\u4ee5\u770b\u5230\u5de6\u908a\u3001\u4e2d\u9593\u3001\u53f3\u908a\u4e09\u500b\u5340\u584a\uff0c\u5f7c\u6b64\u4e4b\u9593\u7528\u7dda\u9023\u63a5\u8d77\u4f86\uff0c\u53ef\u4ee5\u7406\u89e3\u9019\u5206\u5225\u4ee3\u8868\u8a13\u7df4\u795e\u7d93\u7db2\u8def\u6a21\u578b\u7684\u4e09\u500b\u968e\u6bb5\uff1a\u6536\u96c6\u8cc7\u6599\u3001\u8a13\u7df4\u6a21\u578b\u8207\u6e2c\u8a66\u9810\u89bd\u6a21\u578b\u3002\u5de6\u908a\u5340\u584a\u662f\u8981\u9935\u9032\u795e\u7d93\u7db2\u8def\u7684\u5404\u985e\u8cc7\u6599\uff0c\u9810\u8a2d\u6709\u5169\u985e\uff0c\u985e\u5225\u4e0d\u8db3\u53ef\u4ee5\u9ede\u9078\u300cAdd a class\u300d\u589e\u52a0\u65b0\u7684\u985e\u5225\u3002\u9019\u908a\u7b46\u8005\u5c31\u4f86\u5be6\u969b\u64cd\u4f5c Maker \u958b\u767c\u677f\u7684\u5206\u985e\u5668\uff0c\u62ff\u4e86 <a href=\"https:\/\/www.icshop.com.tw\/product-page.php?28525\" target=\"_blank\" rel=\"noreferrer noopener\">LinkIt 7697<\/a>\u3001<a href=\"https:\/\/www.icshop.com.tw\/product_list.php?2260\" target=\"_blank\" rel=\"noreferrer noopener\">Raspberry Pi Pico<\/a>\u3001<a href=\"https:\/\/www.icshop.com.tw\/product_list.php?header_search=TTGO+T-Display\" target=\"_blank\" rel=\"noreferrer noopener\">TTGO T-Display<\/a> \u4f86\u505a\u5206\u985e\uff0c\u4e26\u4e14\u589e\u52a0\u4e00\u500b Nothing \u7e3d\u5171\u56db\u985e\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/3-700x298.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62595\"\/><figcaption>Teachable Machine \u8a13\u7df4\u4ecb\u9762<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u5728\u6bcf\u4e00\u500b\u985e\u5225\u4e2d\u6700\u4e0a\u65b9\u6709\u500b\u540d\u7a31\u6a19\u7c64(label)\uff0c\u53ef\u4ee5\u9ede\u9078\u65c1\u908a\u7684\u4fee\u6539\u5716\u793a\u81ea\u884c\u66f4\u540d\u70ba\u60f3\u8981\u986f\u793a\u7684\u985e\u5225\u540d\u7a31\u3002\u4e0b\u65b9\u5247\u662f\u5f71\u50cf\u8cc7\u6599\u5340\u584a\uff0c\u6709\u5169\u7a2e\u65b9\u5f0f\u53ef\u4ee5\u52a0\u5165\u8cc7\u6599\uff0c\u5206\u5225\u662f\u900f\u904e <a href=\"https:\/\/www.icshop.com.tw\/product-page.php?27390\" target=\"_blank\" rel=\"noreferrer noopener\">Webcam<\/a> \u7db2\u8def\u651d\u5f71\u6a5f\u4ee5\u53ca\u4e0a\u50b3\u6a94\u6848\u7684\u65b9\u5f0f\u3002\u6700\u4fbf\u6377\u7684\u65b9\u5f0f\u5c31\u662f\u4f7f\u7528 <a href=\"https:\/\/www.icshop.com.tw\/product-page.php?27390\" target=\"_blank\" rel=\"noreferrer noopener\">Webcam<\/a> \u6536\u96c6\u8cc7\u6599\u4e86\uff0c\u53ea\u8981\u624b\u908a\u6709\u8981\u5206\u985e\u7684\u7269\u54c1\uff0c\u5c31\u53ef\u4ee5\u76f4\u63a5\u900f\u904e <a href=\"https:\/\/www.icshop.com.tw\/product-page.php?27390\" target=\"_blank\" rel=\"noreferrer noopener\">Webcam<\/a> \u62cd\u7167\u5132\u5b58\u6210\u8a13\u7df4\u8cc7\u6599\u3002<a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/4.png\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/4-700x288.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62596\"\/><figcaption>Teachable Machine \u8a13\u7df4\u8cc7\u6599\u8a2d\u5b9a<\/figcaption><\/figure><\/div>\n\n\n\n<p id=\"caption-attachment-62596\">\u9078\u64c7 <a href=\"https:\/\/www.icshop.com.tw\/product-page.php?27390\" target=\"_blank\" rel=\"noreferrer noopener\">Webcam<\/a> \u62cd\u7167\u7684\u65b9\u5f0f\u700f\u89bd\u5668\u6703\u5148\u8a62\u554f\u8981\u6c42\u5b58\u53d6\u651d\u5f71\u6a5f\u7684\u6b0a\u9650\uff0c\u958b\u555f\u5f8c\u6703\u986f\u793a\u62cd\u7167\u4ecb\u9762\u3002\u82e5\u96fb\u8166\u4e0a\u6709\u591a\u500b\u651d\u5f71\u6a5f\uff0c\u6703\u6709\u4e00\u500b\u4e0b\u62c9\u5f0f\u9078\u55ae\u9078\u64c7\u8981\u5f9e\u54ea\u4e00\u500b\u651d\u5f71\u6a5f\u62cd\u7167\uff0c\u53ea\u6709\u4e00\u500b\u651d\u5f71\u6a5f\u5247\u4e0d\u6703\u51fa\u73fe\u6b64\u9078\u55ae\u3002\u4e0b\u65b9\u5373\u662f\u651d\u5f71\u6a5f\u7684\u5373\u6642\u9810\u89bd\u756b\u9762\uff0c\u5de6\u4e0a\u89d2\u6709\u500b\u88c1\u5207\u5f71\u50cf\u7684\u6309\u9215\uff0c\u5982\u679c\u8981\u62cd\u651d\u7684\u7269\u9ad4\u6bd4\u8f03\u5c0f\uff0c\u53ef\u4ee5\u4f7f\u7528\u6b64\u529f\u80fd\u5c07\u756b\u9762\u88c1\u5207\u5230\u5408\u9069\u5927\u5c0f\uff0c\u7562\u7adf\u5927\u90e8\u5206\u7684\u651d\u5f71\u93e1\u982d\u90fd\u6709 1280\u00d7720 \u7684\u89e3\u6790\u5ea6\uff0c\u800c TM \u795e\u7d93\u7db2\u8def\u7684\u5f71\u50cf\u53ea\u9700\u8981 224\u00d7224 \u5927\u5c0f\uff0c\u56e0\u6b64\u9069\u5ea6\u7684\u88c1\u5207\u4e26\u4e0d\u6703\u5f71\u97ff\u6a21\u578b\u7684\u8a13\u7df4\u3002\u6309\u4e0b\u300cHold to Record\u300d\u6309\u9215\uff0c\u5c31\u6703\u81ea\u52d5\u62cd\u651d\u7167\u7247\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/5-700x572.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62597\"\/><figcaption>Webcam \u62cd\u7167\u4ecb\u9762<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u9ede\u9078\u53f3\u4e0b\u7684\u9f52\u8f2a\u5f8c\uff0c\u6703\u8df3\u51fa\u62cd\u651d\u7684\u76f8\u95dc\u8a2d\u5b9a\uff1a<\/p>\n\n\n\n<p>\u2022FPS\uff1a \u6bcf\u79d2\u62cd\u651d\u5f35\u6578\uff0c\u9810\u8a2d\u70ba 24\u3002\u82e5\u8a2d\u5b9a\u904e\u9ad8\u53ef\u80fd\u6703\u62cd\u651d\u5230\u5927\u91cf\u91cd\u8907\u7684\u7167\u7247\uff0c\u5efa\u8b70\u8a2d\u5b9a\u70ba 5~10 \u5f35\u3002<br>\u2022Hold to Record\uff1a\u6309\u4f4f\u6309\u9215\u6642\u62cd\u7167\u529f\u80fd\uff0c\u653e\u958b\u6309\u9215\u5c31\u6703\u505c\u6b62\u62cd\u651d\u3002\u82e5\u8a2d\u5b9a FPS \u70ba 10\uff0c\u6309\u4f4f 3 \u79d2\u5247\u6703\u62cd\u651d\u5230 30 \u5f35\u7167\u7247\u3002\u95dc\u9589\u9019\u529f\u80fd\u53ef\u4ee5\u9a30\u51fa\u96d9\u624b\uff0c\u5728\u62cd\u7167\u6642\u66f4\u4fbf\u5229\u8abf\u6574\u7269\u9ad4\u7684\u89d2\u5ea6\u8207\u65b9\u5411\u3002<br>\u2022Delay\uff1a \u6309\u4e0b\u6309\u9215\u5f8c\uff0c\u5ef6\u9072\u591a\u4e45\u958b\u59cb\u8a18\u9304\u3002\u95dc\u9589\u300cHold to Record\u300d\u6642\u53ef\u7528\u3002<br>\u2022Duration\uff1a\u958b\u59cb\u8a18\u9304\u5f8c\uff0c\u6301\u7e8c\u591a\u4e45\u3002\u82e5\u8a2d\u5b9a 6 \u79d2\uff0cFPS \u70ba 10\uff0c\u5247\u6703\u9023\u7e8c\u8a18\u9304 6 \u79d2\uff0c\u5f97\u5230 6 x 10 = 60 \u5f35\u5f71\u50cf\u3002<a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/6.png\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/6-700x589.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62598\"\/><figcaption>webcam \u62cd\u7167\u8a2d\u5b9a\u4ecb\u9762<\/figcaption><\/figure><\/div>\n\n\n\n<p id=\"caption-attachment-62598\">\u5b8c\u6210\u8a2d\u5b9a\u5c31\u53ef\u4ee5\u958b\u59cb\u62cd\u651d\u8981\u5206\u985e\u7684\u7269\u9ad4\uff0c\u63d0\u4f9b\u4e0d\u540c\u89d2\u5ea6\u3001\u6b63\u53cd\u9762\u3001\u4e0d\u540c\u80cc\u666f\u7684\u7167\u7247\u3002\u7167\u7247\u7684\u6578\u91cf\u5efa\u8b70\u81f3\u5c11\u8d85\u904e 100 \u5f35\u6703\u6bd4\u8f03\u7406\u60f3\uff0c\u4e5f\u8981\u660e\u78ba\u5730\u80fd\u5920\u8a18\u9304\u5230\u7269\u9ad4\u7684\u76f8\u95dc\u7279\u5fb5\u3002\u5982\u679c\u6709\u62cd\u651d\u5230\u4e0d\u9069\u5408\u7684\u7167\u7247\uff0c\u4e5f\u53ef\u4ee5\u5f9e\u53f3\u5074\u7684\u5716\u5eab\u7576\u4e2d\u5c07\u5176\u7d66\u5254\u9664\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/11-299x700.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62603\"\/><figcaption>\u62cd\u651d\u5408\u9069\u7684\u8a13\u7df4\u8cc7\u6599<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u6b64\u5916\u5982\u679c\u662f\u6c92\u8fa6\u6cd5\u53d6\u5f97\u8a72\u7269\u9ad4\u73fe\u5834\u62cd\u7167\u7684\u5206\u985e\uff0c\u5247\u53ef\u4ee5\u4e0a\u50b3\u6a94\u6848\u529f\u80fd\u3002\u6a94\u6848\u53ef\u4ee5\u5f9e\u672c\u5730\u7aef\u96fb\u8166\u4e0a\u50b3\uff0c\u6216\u662f\u9023\u7d50<a href=\"https:\/\/drive.google.com\/drive\/\" target=\"_blank\" rel=\"noreferrer noopener\"> Google drive<\/a> \u96f2\u7aef\u786c\u789f\u532f\u5165\u8cc7\u6599\uff0c\u8cc7\u6599\u7684\u683c\u5f0f\u53ef\u4ee5\u662f\u5404\u985e\u5716\u6a94\uff08jpg, png, bmp\u7b49\uff09\u6216\u662f\u5c07\u6240\u6709\u5716\u6a94\u58d3\u7e2e\u8d77\u4f86\u7684 zip \u6a94\u3002\u7531\u65bc\u795e\u7d93\u7db2\u8def\u8f38\u5165\u7684\u5f71\u50cf\u5c3a\u5bf8\u70ba 224\u00d7224 \u50cf\u7d20\uff0c\u56e0\u6b64\u4e0d\u8ad6\u662f\u5f9e Webcam \u62cd\u7167\u6216\u662f\u4e0a\u50b3\u7167\u7247\u6a94\uff0c\u6240\u6709\u7684\u5716\u7247\u90fd\u6703\u88ab\u88c1\u5207\u70ba\u6b63\u65b9\u5f62\uff0c\u4e26\u4e14\u58d3\u7e2e\u70ba 224\u00d7224 \u5927\u5c0f\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/8-700x590.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62600\"\/><figcaption>\u4e0a\u50b3\u7167\u7247\u4ecb\u9762<\/figcaption><\/figure><\/div>\n\n\n\n<p id=\"caption-attachment-62600\">\u9806\u5e36\u4e00\u63d0\uff0c\u5728\u5404\u5206\u985e\u53f3\u4e0a\u89d2\u7684\u9078\u55ae\u5167\uff0c\u6709\u5e7e\u500b\u5be6\u7528\u7684\u9078\u9805\uff0c\u5206\u5225\u662f\u522a\u9664\u985e\u5225\uff08Delete Class\uff0c\u6b64\u5206\u985e\u7167\u7247\u4e5f\u6703\u6d88\u5931\uff09\u3001\u505c\u7528\u985e\u5225\uff08Disable Class\uff0c\u4e0d\u7d0d\u5165\u8a13\u7df4\u8cc7\u6599\u4e2d\uff0c\u4f46\u7167\u7247\u6703\u4fdd\u7559\uff09\u3001\u6e05\u7a7a\u7167\u7247\uff08Remove All Samples\uff09\u3001\u4e0b\u8f09\u7167\u7247\uff08Download Samples\uff09\u4ee5\u53ca\u5c07\u7167\u7247\u5132\u5b58\u5230 Google Drive \uff08Save Samples to Drive\uff09\u3002\u4ee5\u7b46\u8005\u7684\u4f7f\u7528\u7d93\u9a57\u4f86\u8aaa\uff0c\u6709\u6642\u5019\u60f3\u8981\u628a\u7167\u7247\u532f\u51fa\u5230\u5176\u4ed6\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u4e2d\u8a13\u7df4\uff0c\u5728 TM \u4e0a\u62cd\u651d\u7167\u7247\u518d\u642d\u914d\u300cDownload Samples\u300d\u9019\u529f\u80fd\u5c31\u975e\u5e38\u5be6\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/9-700x348.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62601\"\/><figcaption>\u5c0d\u55ae\u4e00\u5206\u985e\u7684\u8a2d\u5b9a\u64cd\u4f5c<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-62601\">\u5728\u7b46\u8005\u7684\u7bc4\u4f8b\u4e2d\uff0c\u5404\u5206\u985e\u90fd\u62cd\u651d\u4e86\u7d04 300 \u5f35\u7167\u7247\uff0c\u6536\u96c6\u5b8c\u6240\u6709\u985e\u5225\u7684\u7167\u7247\u8cc7\u6599\u5f8c\uff0c\u5c31\u53ef\u4ee5\u9032\u884c\u8a13\u7df4\u4e86\u3002\u8a13\u7df4\u958b\u59cb\u524d\u6703\u9700\u8981\u914d\u7f6e\u8a18\u61b6\u9ad4\u3001\u6e96\u5099\u6a21\u578b\u7b49\u524d\u7f6e\u4f5c\u696d\uff0c\u5be6\u969b\u958b\u59cb\u8a13\u7df4\u6642\u7d04\u83ab\u82b1\u8cbb\u4e00\u5206\u9418\u5de6\u53f3\u5373\u53ef\u5b8c\u6210\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/10.png\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/10-700x664.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62602\"\/><\/a><\/figure><\/div>\n\n\n\n<p>\u8a13\u7df4\u5b8c\u6210\u5f8c\u5728\u53f3\u5074\u7684\u5340\u584a\u5c31\u80fd\u770b\u5230\u5f9e Webcam \u6293\u53d6\u5373\u6642\u5f71\u50cf\u7684\u63a8\u8ad6\u7d50\u679c\uff0c\u4e0b\u65b9\u5247\u6703\u986f\u793a\u5404\u500b\u5206\u985e\u7684\u4fe1\u5fc3\u503c\u662f\u591a\u5c11\uff0c\u7e3d\u5408\u70ba 100%\uff0c\u5360\u6bd4\u6700\u9ad8\u5373\u70ba\u6b64\u6a21\u578b\u6240\u8fa8\u8b58\u51fa\u7684\u7269\u54c1\u3002<a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/11.png\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/11-299x700.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62603\"\/><figcaption>\u5373\u6642\u9810\u89bd\u8207\u8b58\u5225<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5f9e TM \u770b\u6df1\u5ea6\u5b78\u7fd2\u53c3\u6578<\/h2>\n\n\n\n<p>\u4ed4\u7d30\u770b Training \u6309\u9215\u4e0b\u65b9\u6709\u4e00\u500b\u300cAdvanced\u300d\u647a\u758a\u9078\u55ae\uff0c\u5c55\u958b\u4e4b\u5f8c\u6709\u4e00\u4e9b\u984d\u5916\u7684\u8d85\u53c3\u6578(Hyperparameter)\u53ef\u4ee5\u8a2d\u5b9a\uff0c\u800c\u9019\u4e9b\u53c3\u6578\u4e5f\u662f\u6211\u5011\u5728\u8a13\u7df4\u795e\u7d93\u7db2\u8def\u6642\u7d93\u5e38\u8abf\u53c3(tuning)\u7684\u5e7e\u500b\u53c3\u6578\uff1a<\/p>\n\n\n\n<p>\u2022&nbsp;Epochs: \u8a13\u7df4\u6b21\u6578\uff0c\u8981\u628a\u6240\u6709\u8a13\u7df4\u8cc7\u6599\u90fd\u4e1f\u9032\u795e\u7d93\u7db2\u8def\u8a13\u7df4\u5e7e\u6b21\uff0c\u9810\u8a2d\u503c\u70ba 50\u3002\u7406\u8ad6\u4e0a\u8d8a\u591a\u8d8a\u597d\uff0c\u4f46\u82b1\u8cbb\u7684\u6642\u9593\u4e5f\u6703\u8d8a\u591a\uff0c\u4e14\u4e0d\u5408\u9069\u7684\u8cc7\u6599\u4e5f\u53ef\u80fd\u9020\u6210\u6a21\u578b\u7121\u6cd5\u6536\u6582\u6216\u662f\u904e\u64ec\u5408\u3002<br>\u2022&nbsp;Batch Size: \u6bcf\u6b21\u8fed\u4ee3 (Iteration) \u8981\u5f9e\u8a13\u7df4\u8cc7\u6599\u4e2d\u6293\u53d6\u591a\u5c11\u8cc7\u6599\u9032\u884c\u8a13\u7df4\uff0c\u9810\u8a2d\u503c\u70ba 16\u3002\u5728\u8cc7\u6599\u91cf\u56fa\u5b9a\u7684\u60c5\u6cc1\u4e0b\uff0cBatch Size \u8d8a\u5927\u8dcc\u4ee3\u6b21\u6578\u5c31\u6703\u8d8a\u5c11\uff0c\u4f46\u56e0\u70ba\u540c\u6642\u9593\u8981\u8b80\u53d6\u66f4\u591a\u7684\u5f71\u50cf\u8cc7\u6599\uff0c\u6240\u5360\u7528\u7684\u8a18\u61b6\u9ad4\u7a7a\u9593\u4e5f\u6703\u66f4\u5927\uff0c\u4e14\u8fed\u4ee3\u6b21\u6578\u904e\u5c11\u4e5f\u6703\u5f71\u97ff\u5230\u6a21\u578b\u7684\u7cbe\u78ba\u5ea6\u3002<br>\u2022&nbsp;Learning Rate: \u5b78\u7fd2\u7387\uff0c\u9810\u8a2d\u70ba 0.001\u3002\u53ef\u4ee5\u628a\u5b78\u7fd2\u7387\u7406\u89e3\u70ba\u795e\u7d93\u7db2\u8def\u6a21\u578b\u5f80\u6700\u5c0f\u8aa4\u5dee\u7684\u76ee\u6a19\uff0c\u6bcf\u6b21\u79fb\u52d5\u7684\u6b65\u4f10\u5927\u5c0f\uff0c\u6b65\u4f10\u904e\u5c0f\u9700\u8981\u8d70\u5f88\u4e45\u624d\u6703\u5230\uff0c\u6b65\u4f10\u904e\u5927\u53ef\u80fd\u4e0d\u5c0f\u5fc3\u5c31\u8d70\u904e\u982d\uff0c\u66f4\u56b4\u91cd\u5247\u6c38\u9060\u8d70\u4e0d\u5230\u76ee\u6a19\u8655\u3002\u5b78\u7fd2\u7387\u7684\u8abf\u6574\u9700\u8981\u66f4\u591a\u7684\u7d93\u9a57\uff0c\u4e14\u901a\u5e38\u90fd\u4e0d\u6703\u8a2d\u5b9a\u592a\u9ad8\u3002<a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/12.png\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/12-352x700.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62604\"\/><figcaption>\u8a13\u7df4\u53c3\u6578 Hyperparameter<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u9664\u4e86\u8a13\u7df4\u53c3\u6578\u53ef\u4ee5\u8abf\u6574\uff0c\u4e5f\u6709\u8a13\u7df4\u904e\u7a0b\u7684\u6578\u64da\u53ef\u4ee5\u53c3\u914c\u3002 \u5728\u300cAdvanced\u300d\u647a\u758a\u9078\u55ae\u6700\u4e0b\u65b9\u6709\u4e00\u500b \u300cUnder the hood\u300d\u9078\u9805\uff0c\u9ede\u9078\u4e4b\u5f8c\u6703\u5f48\u51fa\u53f3\u5074\u6b04\uff0c\u4e0a\u9762\u5c31\u6703\u986f\u793a\u672c\u6b21\u5728\u8a13\u7df4\u904e\u7a0b\u7684\u76f8\u95dc\u6578\u64da\u3002\u4f9d\u5e8f\u6703\u770b\u5230 Accuracy per class \uff08\u5404\u985e\u5225\u7cbe\u78ba\u5ea6\uff09\u3001Confusion Matrix\uff08\u6df7\u6dc6\u77e9\u9663\uff09\u3001Accuracy per epoch\uff08\u6bcf\u6b21\u8a13\u7df4\u5f8c\u7684\u7cbe\u78ba\u5ea6\u6298\u7dda\u5716\uff09\u4ee5\u53ca Loss per epoch\uff08\u6bcf\u6b21\u8a13\u7df4\u5f8c\u7684\u640d\u5931\u6298\u7dda\u5716\uff09\u3002<\/p>\n\n\n\n<p>TM \u5728\u8a13\u7df4\u6642\u6703\u5c07\u6240\u6709\u985e\u578b\u7684\u8cc7\u6599\u6309\u6bd4\u4f8b\u62c6\u5206\u70ba 85% \u8a13\u7df4\u8cc7\u6599\u4ee5\u53ca 15% \u7684\u6e2c\u8a66\u8cc7\u6599\uff0c\u5176\u4e2d 15% \u6e2c\u8a66\u8cc7\u6599\u662f\u4e0d\u6703\u9935\u9032\u53bb\u795e\u7d93\u7db2\u8def\u9032\u884c\u8a13\u7df4\u7684\uff0c\u800c\u662f\u5728\u5176\u8a13\u7df4\u5b8c\u6210\u5f8c\uff0c\u7528\u4ee5\u6e2c\u8a66\u6a21\u578b\u7684\u8a13\u7df4\u72c0\u6cc1\u4e4b\u7528\u3002 Accuracy pre class \u5c31\u662f\u986f\u793a\u9019\u4e9b\u4e0d\u540c\u985e\u5225\u7684\u8a13\u7df4\u8cc7\u6599\u7684\u6b63\u78ba\u7387\uff0c\u6240\u986f\u793a\u7684\u6a23\u672c\u6578 45 \u5f35\u5247\u662f\u4f86\u81ea\u65bc\u5404\u985e\u5225\u7e3d\u9ad4\u6a23\u672c 300 \u5f35\u88e1\u7684 15% \u3002Confusion Matrix \u5247\u662f\u66f4\u8a73\u76e1\u5730\u986f\u793a\u51fa\uff0c\u5982\u679c\u5728\u6e2c\u8a66\u6642\u51fa\u73fe\u932f\u8aa4\u7684\u90e8\u5206\u662f\u932f\u5728\u54ea\u88e1\uff0c\u65b9\u4fbf\u4f7f\u7528\u8005\u767c\u6398\u662f\u4e0d\u662f\u5176\u4e2d\u6709\u5206\u985e\u8cc7\u6599\u904e\u65bc\u76f8\u8fd1\u3001\u4e0d\u5920\u660e\u78ba\u3001\u6a19\u8a18\u932f\u8aa4\u7b49\u554f\u984c\uff0c\u5728\u4e0b\u4e00\u6b21\u7684\u8a13\u7df4\u4e4b\u524d\u505a\u8abf\u6574\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/13.png\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/13-431x700.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62605\"\/><\/a><\/figure><\/div>\n\n\n\n<p>\u6700\u4e0b\u65b9\u5169\u5f35\u8da8\u52e2\u5716\u5247\u662f\u986f\u793a\u5728\u6bcf\u6b21\u8a13\u7df4\u5f8c\u6e96\u78ba\u5ea6\u4ee5\u53ca\u640d\u5931\u503c\u7684\u8b8a\u5316\uff0c\u539f\u5247\u4e0a\u6e96\u78ba\u5ea6\u662f\u8d8a\u9ad8\u8d8a\u597d\u800c\u640d\u5931\u503c\u662f\u8d8a\u4f4e\u8d8a\u597d\u3002\u9019\u5169\u5f35\u5716\u5728\u5b8c\u6574\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u4e0a\u6703\u975e\u5e38\u5be6\u7528\uff0c\u7528\u4ee5\u5224\u65b7\u6574\u500b\u6a21\u578b\u5728\u8a13\u7df4\u904e\u7a0b\u662f\u5426\u80fd\u6709\u6548\u6536\u6582\u3002<a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/14.png\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/14-430x700.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62606\"\/><figcaption>\u6e96\u78ba\u5ea6(Accuracy)\u8207\u640d\u5931(Loss)\u7684\u8b8a\u5316\u8da8\u52e2\u5716<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5c08\u6848\u532f\u51fa\u8207\u4fdd\u5b58<\/h2>\n\n\n\n<p>Maker \u5011\u61c9\u8a72\u90fd\u6703\u5e0c\u671b\u8a13\u7df4\u51fa\u4f86\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u53ef\u4ee5\u843d\u5be6\u5728\u4e0d\u540c\u9818\u57df\u505a\u61c9\u7528\u5427\uff01\u9ede\u9078\u53f3\u5074 Preview \u5340\u584a\u65c1\u7684\u300cExport Model\u300d\uff08\u532f\u51fa\u6a21\u578b\uff09\u6309\u9215\uff0c\u6703\u5f48\u51fa\u4e00\u500b\u5c0d\u8a71\u6846\uff0c\u6700\u4e0a\u65b9\u7684\u4e09\u500b\u9801\u7c64\u986f\u793a\u51fa\u53ef\u4ee5\u532f\u51fa\u4e09\u7a2e\u4e0d\u540c\u985e\u578b\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u6a94\u6848\uff0c\u5206\u5225\u70ba Tensorflow.js\uff08\u7528\u65bc\u7db2\u9801\uff09\u3001Tensorflow\uff08Tensorflow\u6846\u67b6\u8207Keras\uff09\u8207 Tensorflow Lite\uff08\u7528\u65bc\u6a39\u8393\u6d3e\u7b49\u5d4c\u5165\u5f0f\u7cfb\u7d71\uff09\u3002\u5728 Tensorflow.js \u9801\u7c64\u4e2d\uff0c\u53ef\u4ee5\u9078\u64c7\u628a\u6a21\u578b\u4e0a\u50b3\u5230 google \u96f2\u7aef\u6216\u662f\u4e0b\u8f09\u5230\u672c\u5730\u96fb\u8166\uff0c\u4e0b\u65b9\u4e5f\u6709\u7c21\u6613\u7684\u4f7f\u7528\u7bc4\u4f8b\u7a0b\u5f0f\u78bc\uff0c\u63d0\u4f9b\u958b\u767c\u8005\u76f4\u63a5\u7528\u65bc\u81ea\u5df1\u7684\u7db2\u9801\u4e0a\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/15-700x569.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62607\"\/><figcaption>\u532f\u51fa\u6a21\u578b\u529f\u80fd<\/figcaption><\/figure><\/div>\n\n\n\n<p id=\"caption-attachment-62607\">\u5373\u4fbf\u5c0e\u51fa\u4e86\u6a21\u578b\u6a94\uff0c\u4f46\u96e3\u514d\u9084\u662f\u6703\u6709\u9700\u8981\u91cd\u65b0\u4fee\u6539\u6a21\u578b\u6216\u662f\u65b0\u589e\u985e\u5225\u7b49\u72c0\u6cc1\uff0c\u70ba\u4e86\u4e0d\u8b93\u6bcf\u4e00\u6b21\u8a13\u7df4\u6a21\u578b\u90fd\u662f\u5f9e\u96f6\u958b\u59cb\uff0cTM \u7576\u7136\u4e5f\u652f\u63f4\u5132\u5b58\u5c08\u6848\u529f\u80fd\u3002\u66f4\u65b9\u4fbf\u7684\u662f\u53ef\u4ee5\u9023\u7d50 Google \u5e33\u865f\u5f8c\uff0c\u76f4\u63a5\u5c07\u5c08\u6848\u5b58\u653e\u5728\u96f2\u7aef\u786c\u789f\uff0c\u65e5\u5f8c\u4e5f\u53ea\u8981\u767b\u5165\u96f2\u7aef\u786c\u789f\uff0c\u5c31\u80fd\u958b\u555f\u65e2\u6709\u5c08\u6848\u91cd\u65b0\u8abf\u6574\u8207\u8a13\u7df4\u5566\uff01<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/16.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/16-487x700.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62608\" width=\"365\" height=\"525\"\/><\/a><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u793e\u7fa4\u5c08\u6848<\/h2>\n\n\n\n<p>\u9452\u65bc TM \u7684\u65b9\u4fbf\u6613\u7528\uff0c\u7db2\u8def\u4e0a\u81ea\u7136\u6709\u4e0d\u5c11\u4f7f\u7528 TM (\u6216TensorFlow.js) \u884d\u751f\u7684\u793e\u7fa4\u5c08\u6848\uff0c\u50cf\u662f\u6574\u5408 <a href=\"https:\/\/www.icshop.com.tw\/product_list.php?537\" target=\"_blank\" rel=\"noreferrer noopener\">Arduino<\/a> \u63a7\u5236\u7684<a href=\"https:\/\/experiments.withgoogle.com\/tiny-sorter\/view\" target=\"_blank\" rel=\"noreferrer noopener\"> Tiny Sorter<\/a>\uff0c\u904b\u7528\u7b46\u96fb\u7684\u7db2\u8def\u651d\u5f71\u6a5f\u5206\u985e\u7a40\u7247\u8207\u68c9\u82b1\u7cd6\uff0c\u4e26\u9023\u5e36\u4f7f\u7528 <a href=\"https:\/\/www.icshop.com.tw\/product_list.php?537\" target=\"_blank\" rel=\"noreferrer noopener\">Arduino <\/a>\u63a7\u5236\u4f3a\u670d\u99ac\u9054\uff0c\u5c07\u5176\u4e1f\u7f6e\u5c0d\u61c9\u7684\u7897\u76c6\u4e2d\uff0c\u8b93 TM \u5f9e\u8edf\u9ad4\u7684\u5206\u985e\u5668\u6f14\u5316\u6210\u300c\u5be6\u9ad4\u7684\u5206\u985e\u5668\u300d\u4e86\uff01<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/17-700x481.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62609\"\/><figcaption>Teachable Machine \u6574\u5408 Arduino \u63a7\u5236\u7684 Tiny Sorter \u5c08\u6848<\/figcaption><\/figure><\/div>\n\n\n\n<p id=\"caption-attachment-62609\"><a href=\"https:\/\/experiments.withgoogle.com\/semi-conductor\" target=\"_blank\" rel=\"noreferrer noopener\">Semi-Conductor<\/a> \u5247\u662f\u904b\u7528\u4eba\u9ad4\u59ff\u52e2\u7684\u6a21\u578b PoseNet \u8fa8\u8b58\u624b\u52e2\u7684\u4f4d\u7f6e\uff0c\u85c9\u6b64\u60a8\u5c07\u5316\u8eab\u4e00\u500b\u6307\u63ee\u5bb6\u5e36\u9818\u4e00\u500b\u865b\u64ec\u7684\u7ba1\u5f26\u6a02\u5718\u9032\u884c\u66f2\u76ee\u7684\u6f14\u594f\u3002\u904b\u7528\u4eba\u9ad4\u59ff\u52e2\u7684\u5f71\u50cf\u8fa8\u8b58\uff0c\u4f86\u9054\u5230\u4e92\u52d5\u85dd\u8853\u7684\u6548\u679c\u3002<a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/18.png\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/18-700x405.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62610\"\/><figcaption>Semi-Conductor \u5c08\u6848<\/figcaption><\/figure><\/div>\n\n\n\n<p id=\"caption-attachment-62610\">\u6291\u6216 Maker \u5011\u4e5f\u53ef\u4ee5\u4f7f\u7528 TM \u4f86\u5feb\u901f\u8a13\u7df4\u5206\u985e\u6a21\u578b\uff0c\u518d\u85c9\u7531\u5176\u532f\u51fa\u529f\u80fd\uff0c\u5c07\u6a21\u578b\u532f\u51fa\u6210 TensorFlow \u6216 Keras \u683c\u5f0f\u6a21\u578b\uff0c\u5728\u653e\u5230\u908a\u7de3\u904b\u7b97\u88dd\u7f6e\u4e0a\u904b\u884c\u3002\u7b46\u8005\u65e5\u524d\u7684<a href=\"https:\/\/makerpro.cc\/2022\/09\/inferencing-a-teachable-machine-model-with-openvino\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u6587\u7ae0\u8457\u4f5c<\/a>\u4e5f\u5be6\u4f5c\u4e86\u5728 TM \u8a13\u7df4\u6a21\u578b\u4e26\u532f\u51fa TensorFlow \u683c\u5f0f\uff0c\u518d\u4f7f\u7528 Intel OpenVINO toolkit \u9032\u884c\u6a21\u578b\u6700\u4f73\u5316\uff0c\u6700\u7d42\u53ef\u4ee5\u653e\u5230\u7b46\u96fb\u6216\u662f\u908a\u7de3\u88dd\u7f6e\u4e0a\u5be6\u73fe\u96fb\u8166\u8996\u89ba\u3002<\/p>\n\n\n\n<p>\u5018\u82e5\u662f\u4f7f\u7528 <a href=\"https:\/\/www.arduino.cc\/en\/software\" target=\"_blank\" rel=\"noreferrer noopener\">Arduino IDE<\/a> \u958b\u767c MCU \u7a0b\u5f0f\u7684 Maker \uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528 <a href=\"https:\/\/github.com\/YisrealHung\/TM2MQTT\" target=\"_blank\" rel=\"noreferrer noopener\">TM2MQTT<\/a> \u9019\u5957\u5de5\u5177\uff0c\u5c07 TM \u7684\u6a21\u578b\u5728\u96fb\u8166\u63a8\u8ad6\u5f8c\u6240\u5f97\u5230\u7684\u7d50\u679c\uff0c\u85c9\u7531 WebUSB \u6216\u662f MQTT \u7684\u65b9\u5f0f\u50b3\u9001\u7d66\u5fae\u63a7\u5236\u5668\u3002TM2MQTT Host \u5728 github \u4e0a\u9762\uff0c\u5982\u540c TM \u4e00\u6a23\u53ea\u8981\u958b\u555f\u7db2\u9801\u5373\u53ef\u64cd\u4f5c\u3002 \u5728\u532f\u5165\u96f2\u7aef\u6a21\u578b\u7db2\u5740\u4e4b\u5f8c\u540c\u6642\u6703\u958b\u555f Webcam \u9032\u884c\u5f71\u50cf\u8fa8\u8b58\uff0c\u540c\u6642\u53ef\u4ee5\u8a2d\u5b9a\u5c07\u8fa8\u8b58\u5230\u7684\u5206\u985e ID \u50b3\u9001\u7d66\u5230 Serial port \u5e8f\u5217\u57e0\uff0c\u6216\u662f\u767c\u9001\u5230\u6307\u5b9a\u7684 MQTT Broker\u3002\u5982\u6b64\u4e00\u4f86\u5373\u4f7f\u662f\u7121\u6cd5\u9032\u884c AI \u63a8\u8ad6\u7684\u5fae\u63a7\u5236\u5668\uff0c\u4e5f\u80fd\u56e0\u6b64\u9ad4\u9a57\u5230\u908a\u7de3\u904b\u7b97\u7684\u61c9\u7528\u512a\u52e2\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/19.png\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/vmaker.tw\/wp-content\/uploads\/2023\/01\/19-700x442.png\" alt=\"\u3010Maker \u73a9 AI\u3011 Teachable Machine \u2013 \u6700\u5e73\u6613\u8fd1\u4eba\u7684\u96fb\u8166\u8996\u89ba\u5de5\u5177\" class=\"wp-image-62611\"\/><figcaption>TM2MQTT\uff0c\u5c07 Teachable Machine \u7684\u63a8\u8ad6\u7d50\u679c\u50b3\u9001\u7d66\u6548\u80fd\u8f03\u4f4e\u7684\u5fae\u63a7\u5236\u5668<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"caption-attachment-62611\">\u516d\u3001\u5c0f\u7d50\uff0d\u96d6\u4e0d\u5b8c\u7f8e\u3001\u4f46\u5df2\u8db3\u77e3<\/h2>\n\n\n\n<p>\u5373\u4fbf TM \u529f\u80fd\u7c21\u55ae\u967d\u6625\u4e14\u4e5f\u50c5\u80fd\u8a13\u7df4\u5206\u985e\u6a21\u578b\uff0c\u4f46\u61c9\u7528\u65bc\u570b\u5167\u5916\u7684\u6559\u80b2\u73fe\u5834\u6559\u5b78\u4e5f\u8655\u8655\u53ef\u898b\uff0c\u4e0d\u8ad6\u662f\u4e2d\u5c0f\u5b78\u7684\u96fb\u8166\u8ab2\u7a0b\uff0c\u6216\u662f AI <a href=\"https:\/\/dancingwithai.media.mit.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u7dda\u4e0a\u6559\u5b78\u8cc7\u6e90<\/a>\u90fd\u80fd\u898b\u5230\u5176\u8db3\u8de1\u3002\u5f88\u591a\u6642\u5019\u6211\u5011\u4e26\u4e0d\u9700\u8981\u4e00\u500b\u5b8c\u7f8e\u4e14\u5f37\u5927\u7684\u745e\u58eb\u5200\uff0c\u800c\u662f\u4e00\u500b\u6070\u5982\u5176\u5206\u3001\u80fd\u6709\u6240\u555f\u767c\u8207\u5ef6\u4f38\u7684\u5c0f\u5de5\u5177\uff0c\u5c31\u53ef\u4ee5\u5927\u5927\u6eff\u8db3\u4e86\uff01\u7a0d\u5fae\u63a2\u807d\u4e00\u4e0b\uff0c\u662f\u5426\u5404\u4f4d\u8b80\u8005\u5468\u906d\u5c31\u6709\u4e0d\u5c11\u4eba\u662f\u85c9\u7531 TM \u4f86\u555f\u8499\u6df1\u5ea6\u5b78\u7fd2\u7684\u5462\uff1f<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Maker \u73a9 AI \u7cfb\u5217(\u4e00)\uff1a\u60f3\u8981\u81ea\u5df1\u52d5\u624b\u958b\u59cb\u5617\u8a66\u73a9 AI\uff0c\u537b\u4e0d\u77e5\u9053\u8a72\u5f9e\u4f55\u5165\u624b\u55ce\uff1f\u672c\u7bc7\u6587\u7ae0\u5c31\u8981\u70ba\u5927\u5bb6\u4ecb\u7d39 Google \u65bc 2017 \u5e74\u63a8\u51fa\u7684 Teachable Machine\uff0c\u5e36\u5404\u4f4d\u8b80\u8005\u4e00\u6b65\u6b65\u64cd\u4f5c\uff0c\u4e26\u4e14\u8207\u5927\u5bb6\u5206\u4eab\u7b46\u8005\u7684\u4f7f\u7528\u5fc3\u5f97\u5594\uff01<\/p>\n","protected":false},"author":1,"featured_media":18528,"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\/18519"}],"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=18519"}],"version-history":[{"count":8,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/18519\/revisions"}],"predecessor-version":[{"id":18530,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/18519\/revisions\/18530"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media\/18528"}],"wp:attachment":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media?parent=18519"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/categories?post=18519"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/tags?post=18519"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/table_tags?post=18519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}