{"id":20657,"date":"2023-10-30T09:00:00","date_gmt":"2023-10-30T01:00:00","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=20657"},"modified":"2023-10-30T13:30:56","modified_gmt":"2023-10-30T05:30:56","slug":"maker-ai-azure-custom-vision-automl","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2023\/10\/30\/maker-ai-azure-custom-vision-automl\/","title":{"rendered":"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9"},"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\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"526\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/10\/1000x526_1-4.jpg\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20731\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001Azure Custom Vision<\/h2>\n\n\n\n<p>\u7b46\u8005\u66fe\u7d93\u4ecb\u7d39\u904e <a href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Teachable Machine<\/a> \u7dda\u4e0a\u6a21\u578b\u8a13\u7df4\u5de5\u5177\uff0c\u53ef\u4ee5\u8a13\u7df4\u5f71\u50cf\u5206\u985e\u7684\u6a21\u578b\u3002\u4f46\u5982\u679c\u521d\u5b78\u8005\u60f3\u8981\u8a13\u7df4\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\uff0c\u5247\u7b46\u8005\u5247\u63a8\u85a6\u4f7f\u7528 <a href=\"https:\/\/www.customvision.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Azure Custom Vision<\/a> \u4e86\uff01 \u505a\u70ba\u5fae\u8edf Azure \u96f2\u7aef\u670d\u52d9\u65d7\u4e0b\u7684\u4e00\u54e1\uff0c\u5f37\u5927\u7684\u529f\u80fd\u8207\u6574\u5408\u80fd\u529b\u81ea\u7136\u662f\u4e0d\u5728\u8a71\u4e0b\uff0c\u5b83\u5141\u8a31\u958b\u767c\u4eba\u54e1\u8a13\u7df4\u81ea\u5df1\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\uff0c\u5305\u62ec\u5e38\u898b\u7684\u5f71\u50cf\u5206\u985e Image Classification \u8207\u7269\u4ef6\u6aa2\u6e2c Object Detection \u7b49\u6a21\u578b\u3002\u800c Azure Custom Vision \u7684\u4e3b\u8981\u7279\u9ede\u5305\u62ec\uff1a\u53ef\u4ee5\u4f7f\u7528\u81ea\u5df1\u7684\u5f71\u50cf\u8cc7\u6599\u96c6\u8a13\u7df4\u6a21\u578b\u3001\u7121\u9700\u6a5f\u5668\u5b78\u7fd2\u5c08\u696d\u77e5\u8b58\u4e5f\u53ef\u4ee5\u5efa\u7acb\u548c\u90e8\u7f72\u81ea\u5df1\u7684\u6a21\u578b\u3001\u63d0\u4f9b\u514d\u8cbb\u4e14\u5bb9\u6613\u4f7f\u7528\u7684\u7db2\u9801\u64cd\u4f5c\u4ecb\u9762\u7b49\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\/10\/image-19.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20658\" width=\"938\" height=\"673\"\/><figcaption class=\"wp-element-caption\">\u5fae\u8edf Custom Vision \u670d\u52d9\u7db2\u7ad9\uff08\u5716\u7247\u53d6\u81ea <a href=\"http:\/\/customvision.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">customvision.ai<\/a>\uff09<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u600e\u9ebc\u73a9\uff1f<\/h2>\n\n\n\n<p>\u524d\u5f80 <a href=\"http:\/\/CustomVision.ai\" target=\"_blank\" rel=\"noreferrer noopener\">CustomVision.ai<\/a> \u7db2\u9801\u767b\u5165\u5fae\u8edf\u5e33\u865f\uff0c\u7531\u65bc Custom Vision \u96b8\u5c6c\u65bc Azure \u65d7\u4e0b\u670d\u52d9\uff0c\u7b2c\u4e00\u6b21\u4f7f\u7528\u9700\u5148\u958b\u901a Azure \u96f2\u7aef\u670d\u52d9\u5e33\u865f\u3002\u958b\u901a Azure \u96d6\u9700\u8981\u9810\u5148\u767b\u9304\u4fe1\u7528\u5361\u5e33\u865f\uff0c\u4f46\u82e5\u50c5\u662f\u4f7f\u7528\u514d\u8cbb\u984d\u5ea6\u5247\u5b8c\u5168\u4e0d\u6703\u88ab\u6263\u5230\u4efb\u4f55\u6b3e\u9805\uff0c\u82e5\u662f\u6c92\u6709\u4fe1\u7528\u5361\u7684\u5b78\u751f\u65cf\u7fa4\uff0c\u5247\u53ef\u4ee5\u4f7f\u7528\u5176\u63d0\u4f9b\u7684<a href=\"https:\/\/azure.microsoft.com\/zh-tw\/free\/students\">\u5b78\u751f\u65b9\u6848<\/a>\u3002\u5b8c\u6210\u76f8\u61c9\u7684\u7a0b\u5e8f\u5f8c\u5c31\u80fd\u9032\u5165\u5230 Custom Vision \u7684\u958b\u767c\u8005\u5f8c\u53f0\uff0c\u4e26\u770b\u5230\u5c08\u6848\u5217\u8868\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\/10\/image-20.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20659\" width=\"938\" height=\"557\"\/><figcaption class=\"wp-element-caption\">Custom Vision \u958b\u767c\u8005\u5f8c\u53f0<\/figcaption><\/figure><\/div>\n\n\n<p>\u9ede\u9078\u300cNEW Project\u300d\u5efa\u7acb\u65b0\u5c08\u6848\uff0c\u5f48\u51fa\u7684\u5c0d\u8a71\u8996\u7a97\u9700\u8981\u586b\u5165\u5c08\u6848\u540d\u7a31(Name)\u3001\u8aaa\u660e(Description)\u8207\u8cc7\u6e90(Resource)\u7b49\u8a2d\u5b9a\uff0c\u82e5\u662f\u525b\u958b\u59cb\u4f7f\u7528 Azure \u670d\u52d9\u7684\u958b\u767c\u8005\u662f\u6c92\u6709\u4efb\u4f55\u8cc7\u6e90\u53ef\u4ee5\u9078\u64c7\uff0c\u5fc5\u9808\u8981\u5efa\u7acb\u4e00\u500b\u65b0\u7684\u8cc7\u6e90\u3002\u6240\u8b02\u8cc7\u6e90\u7c21\u55ae\u8b1b\u5c31\u662f\u8981\u8a2d\u5b9a\u4e00\u500b\u7528\u91cf\u65b9\u6848\uff0c\u4ee5 Custom Vision \u4f86\u8aaa\u6709\u514d\u8cbb\u65b9\u6848(F0)\u8207\u6a19\u6e96\u4ed8\u8cbb\u65b9\u6848(S0)\u53ef\u4ee5\u9078\u64c7\uff0c\u5176\u4e3b\u8981\u5dee\u7570\u5728\u8a13\u7df4\u6a21\u578b\u7684\u904b\u7b97\u6642\u9593\u8207\u547c\u53eb API \u7684\u6b21\u6578\u8207\u983b\u7387\u7b49\uff0c\u8a73\u7d30\u5dee\u7570\u53ef\u4ee5\u5728<a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/custom-vision-service\/limits-and-quotas\" target=\"_blank\" rel=\"noreferrer noopener\">\u5b98\u65b9\u6587\u4ef6<\/a>\u4e2d\u67e5\u95b1\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1250\" height=\"347\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/10\/image-21.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20660\"\/><figcaption class=\"wp-element-caption\">F0 \u8207 S0 \u65b9\u6848\u4e3b\u8981\u5dee\u7570<\/figcaption><\/figure><\/div>\n\n\n<p>\u5728\u8cc7\u6e90\u5efa\u7acb\u7684\u8a2d\u5b9a\u9805\u76ee\u985e\u578b(Kind)\u9078\u64c7 CustomVision.Tarining \u4f5c\u70ba\u8a13\u7df4\u6a21\u578b\u4f7f\u7528\uff08\u8a3b\uff1a\u82e5\u5f8c\u7e8c\u8981\u4f7f\u7528\u96f2\u7aef\u63a8\u8ad6\u5247\u9700\u8981\u53e6\u5916\u5efa\u7acb\u4e00\u500b CustomVision.Prediction \u8cc7\u6e90\u65b9\u6848\uff09\uff0c\u7531\u65bc\u4e26\u975e\u6240\u6709 Azure \u4f3a\u670d\u5668\u90fd\u63d0\u4f9b Custom Vision \u670d\u52d9\uff0c\u5925\u4f34\u5011\u53ef\u4ee5\u9078\u64c7\u96e2\u53f0\u7063\u8f03\u8fd1\u6771\u65e5\u672c(Japan East) \u6216\u662f\u6771\u5357\u4e9e(Southeast Asia)\u4f3a\u670d\u5668\u4f4d\u7f6e\uff0c\u8cbb\u7528\u65b9\u6848\u53ef\u4ee5\u9078\u64c7\u514d\u8cbb\u7684 F0 \u9032\u884c\u8a66\u7528\u3002\u6240\u5efa\u7acb\u7684\u8cc7\u6e90\u9805\u76ee\u65e5\u5f8c\u4e5f\u90fd\u53ef\u4ee5\u5728 Azure \u7684\u63a7\u5236\u53f0\u4e2d\u9032\u884c\u4fee\u6539\u6216\u522a\u6e1b\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\/10\/image-22.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20661\" width=\"503\" height=\"501\"\/><figcaption class=\"wp-element-caption\">\u8cc7\u6e90\u5efa\u7acb\u7684\u53c3\u8003\u7bc4\u4f8b<\/figcaption><\/figure><\/div>\n\n\n<p>\u8cc7\u6e90\u5efa\u7acb\u5b8c\u6210\u56de\u5230\u5efa\u7acb\u5c08\u6848\u7684\u8a2d\u5b9a\u5c0d\u8a71\u6846\uff0c\u586b\u5165\u5c0d\u61c9\u7684\u540d\u7a31\u3001\u8aaa\u660e\u8207\u8cc7\u6e90\u5f8c\uff0c\u4e0b\u65b9\u6703\u5f48\u51fa\u53ef\u4ee5\u9078\u64c7\u7684\u5c08\u6848\u985e\u578b\uff0c\u7b46\u8005\u5c07\u4ee5 Object Detection \u7269\u4ef6\u5075\u6e2c\u6a21\u578b\u70ba\u7bc4\u4f8b\u3002\u800c\u61c9\u7528\u9818\u57df(Domain) \u9664\u975e\u662f\u6709\u525b\u597d\u80fd\u9069\u7528\u7684\u985e\u578b\u5982\u5546\u6a19(Logo)\u6216\u662f\u7522\u54c1\u8ca8\u67b6(product on Shelves)\uff0c\u5176\u9918\u4e00\u5f8b\u9078\u64c7\u901a\u7528\u578b\u6a21\u578b General [A1] \u6216\u662f General (Compact)\u3002\u7b46\u8005\u5efa\u8b70\u9078\u64c7 Compact \u6a21\u578b\uff0c\u9664\u4e86\u53ef\u4ee5\u4f48\u7f72\u6a21\u578b\u5728\u96f2\u7aef\u4e4b\u5916\uff0c\u4e5f\u53ef\u4ee5\u53e6\u5916\u532f\u51fa\u4f5c\u70ba\u672c\u5730\u7aef\u6a21\u578b\u4f7f\u7528\u3002\u5177\u9ad4\u5404\u985e\u578b\u5dee\u7570\u7d30\u7bc0\u4e5f\u53ef\u4ee5\u53c3\u8003<a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/custom-vision-service\/select-domain\" target=\"_blank\" rel=\"noreferrer noopener\">\u5b98\u65b9\u6587\u4ef6<\/a>\u8aaa\u660e\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\/10\/image-23.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20662\" width=\"503\" height=\"743\"\/><figcaption class=\"wp-element-caption\">\u5c08\u6848\u5efa\u7acb\u7684\u53c3\u8003\u7bc4\u4f8b<\/figcaption><\/figure><\/div>\n\n\n<p>\u5c08\u6848\u5efa\u7acb\u5b8c\u6210\u5f8c\u5c07\u6703\u81ea\u52d5\u8f49\u8df3\u5230\u8a72\u5c08\u6848\u9801\u9762\u4e2d\uff0c\u4e0a\u65b9\u4e09\u500b\u6b04\u4f4d\u300cTraining Images\u300d, \u300cPerformance\u300d,\u300cPredictions\u300d\u63d0\u793a\u4e86 Custom Vision \u8a13\u7df4\u6a21\u578b\u7684\u4e09\u968e\u6bb5\uff0c\u7b2c\u4e00\u6b65\u5c31\u662f\u8981\u5c07\u5f71\u50cf\u4e0a\u50b3\u5230\u5c08\u6848\u4e2d\u4e26\u4e14\u9032\u884c\u6a19\u8a3b\u3002\u6240\u6709\u8981\u88ab\u6a19\u8a18\u7269\u4ef6\u7684\u5f71\u50cf\u5efa\u8b70\u81f3\u5c11\u8981\u6709 30 \u500b\uff0c\u4e26\u4e14\u6bcf\u5f35\u4e0a\u50b3\u7684\u5f71\u50cf\u6a94\u6848\u5927\u5c0f\u4e0d\u5f97\u8d85\u904e 6MB\u3002\u672c\u6b21\u7bc4\u4f8b\u4e2d\u7b46\u8005\u62cd\u651d\u4e86\u6578\u5341\u5f35\u7684\u7167\u7247\uff0c\u6db5\u84cb Linkit7697\u3001Pico\u3001TTGO\u3001MKR Zero\u3001AMB 82 \u4e94\u7a2e\u4e0d\u540c\u7684\u958b\u767c\u677f\uff0c\u5c07\u8a13\u7df4\u4e00\u500b\u6a21\u578b\u53ef\u4ee5\u5075\u6e2c\u9019\u4e9b\u958b\u767c\u677f\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\/10\/image-24.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20663\" width=\"938\" height=\"557\"\/><\/figure><\/div>\n\n\n<p>\u4e0a\u50b3\u5f71\u50cf\u5b8c\u6210\u5f8c\uff0c\u63a5\u8457\u5c31\u662f\u9010\u4e00\u6a19\u8a18\u5404\u500b\u7269\u4ef6\uff0c\u9019\u65b9\u9762 Custom Vision \u4ecb\u9762\u9084\u883b\u4eba\u6027\u5316\u7684\uff0c\u7576\u6ed1\u9f20\u6e38\u6a19\u79fb\u52d5\u5230\u53ef\u80fd\u7684\u7269\u4ef6\u4e0a\uff0c\u90fd\u6703\u81ea\u52d5\u5f48\u51fa\u9810\u9078\u7684\u865b\u7dda\u6846\uff0c\u53ef\u4ee5\u76f4\u63a5\u9ede\u9078\u9032\u884c\u6a19\u8a3b\uff0c\u82e5\u6709\u5dee\u7570\u4e4b\u8655\u518d\u5fae\u8abf\u65b9\u6846\u4f4d\u7f6e\u8207\u5927\u5c0f\u5373\u53ef\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\/10\/Untitled-1.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20664\" width=\"767\" height=\"468\"\/><figcaption class=\"wp-element-caption\">\u9010\u4e00\u6a19\u8a18\u5404\u500b\u7269\u4ef6<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u8a13\u7df4\u8207\u9a57\u8b49<\/h2>\n\n\n\n<p>\u5c07\u5404\u5f71\u50cf\u6a19\u8a18\u5b8c\u6210\u5f8c\uff0c\u53ef\u4ee5\u9ede\u9078\u53f3\u4e0a\u65b9\u7da0\u8272\u9f52\u8f2a\u5716\u793a\u7684\u300cTrain\u300d\u6309\u9215\u9032\u884c\u8a13\u7df4\u3002\u8a13\u7df4\u7684\u985e\u578b\u5206\u70ba\u5feb\u901f\u8a13\u7df4\u300cQuick Training\u300d\u8207\u9ad8\u968e\u8a13\u7df4\u300cAdvanced Training\u300d\uff0c\u8cc7\u6599\u91cf\u9ad4\u4e0d\u5927\u7684\u60c5\u6cc1\u4e0b\u9078\u64c7\u5feb\u901f\u8a13\u7df4\u5373\u53ef\uff0c\u96d6\u7136\u4e0a\u9762\u986f\u793a\u9810\u8a08\u6703\u82b1\u8cbb\u4e00\u5c0f\u6642\u7684\u6642\u9593\u9032\u884c\u8a13\u7df4\uff0c\u4f46\u5be6\u969b\u4e0a\u4e0d\u898b\u5f97\u6703\u7528\u6389\u90a3\u9ebc\u591a\u6642\u9593\uff0c\u63a8\u6e2c\u662f\u7576\u6a21\u578b\u505c\u6b62\u6536\u6582\u5f8c\u5c31\u6703\u7d42\u6b62\u8a13\u7df4\u4e86\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1250\" height=\"648\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/10\/image-25.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20665\"\/><figcaption class=\"wp-element-caption\">\u6a19\u8a18\u5b8c\u6240\u6709\u8cc7\u6599\u5f8c\u9032\u884c\u8a13\u7df4<\/figcaption><\/figure><\/div>\n\n\n<p>\u8a13\u7df4\u5b8c\u6210\u5f8c\u7684\u6a21\u578b\u53ef\u4ee5\u5728 Performance \u9801\u9762\u53bb\u89c0\u770b\u6b64\u6a21\u578b\u7684\u7cbe\u6e96\u5ea6\u8207 mAP \u7b49\u6578\u64da\uff0c\u4ee5\u6b64\u4f86\u8a55\u4f30\u6a21\u578b\u662f\u5426\u5408\u7528\u6216\u662f\u8981\u91cd\u65b0\u8a13\u7df4\u3002\u9ede\u9078\u4e0a\u65b9\u300cPublish\u300d\u6309\u9215\u53ef\u5c07\u6b64\u6a21\u578b\u4f48\u7f72\u5230\u96f2\u7aef\uff0c\u4f46\u524d\u63d0\u9808\u8981\u6709 Prediction \u8cc7\u6e90\uff0c\u82e5\u6c92\u6709\u53ef\u4ee5\u518d\u5230 Azure \u63a7\u5236\u53f0\u9032\u884c\u8a2d\u5b9a\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\/2023\/10\/image-26.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20666\" width=\"938\" height=\"746\"\/><\/figure>\n\n\n\n<p>\u4f48\u7f72\u5f8c\u9ede\u9078\u300cPrediction URL\u300d\u7684\u6309\u9215\u6703\u5f48\u51fa\u5982\u4e0b\u5716\u7684\u5c0d\u8a71\u8996\u7a97\uff0c\u4e0a\u9762\u6703\u986f\u793a\u5982\u4f55\u900f\u904e\u4e0a\u50b3\u5716\u7247\u6216\u662f\u7db2\u5740\u7684\u65b9\u5f0f\u547c\u53eb\u6b64\u6a21\u578b\u9032\u884c\u9810\u6e2c\uff0c\u9810\u6e2c\u5b8c\u7684\u7d50\u679c\u6703\u4ee5 JSON \u683c\u5f0f\u56de\u50b3\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\/10\/image-27.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20667\" width=\"528\" height=\"380\"\/><\/figure><\/div>\n\n\n<p>\u82e5\u8981\u5feb\u901f\u7684\u9032\u884c\u6e2c\u8a66\uff0c\u53ef\u4ee5\u9ede\u9078\u53f3\u4e0a\u89d2\u300cQuick Test\u300d\u4e0a\u50b3\u5716\u7247\u6216\u7d66\u5b9a\u7db2\u5740\u9032\u884c\u9810\u6e2c\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728\u7db2\u9801\u4e0a\u9810\u89bd\u7d50\u679c\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\/10\/image-28.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20668\" width=\"938\" height=\"569\"\/><figcaption class=\"wp-element-caption\">Quick test \u6e2c\u8a66<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u4f7f\u7528\u96f2\u7aef\u6a21\u578b<\/h2>\n\n\n\n<p>\u7b46\u8005\u6e96\u5099\u4e00\u6bb5\u7bc4\u4f8b\u7a0b\u5f0f\uff0c\u5c07\u672c\u5730\u7aef\u7684\u5716\u7247\u4e1f\u5230 Azure Custom Vision \u4e0a\u57f7\u884c\u8fa8\u8b58\uff0c\u8b80\u8005\u9700\u8981\u4f9d\u64da\u81ea\u5df1\u5c08\u6848\u4fee\u6539\u5e7e\u500b\u5730\u65b9\uff1a<\/p>\n\n\n\n<ul>\n<li>YOUR_ENDPOINT_URL &#8211; API \u7684\u7db2\u5740\u524d\u6bb5\uff0c\u5305\u542b https:\/\/ \u958b\u982d\u81f3 <a href=\"http:\/\/azure.com\" target=\"_blank\" rel=\"noreferrer noopener\">azure.com<\/a> \u7d50\u5c3e<\/li>\n\n\n\n<li>YOUR_PREDICTION_KEY &#8211; API \u91d1\u9470<\/li>\n\n\n\n<li>YOUR_IMAGE_PATH &#8211; \u8981\u4e0a\u50b3\u7684\u672c\u5730\u7aef\u5716\u7247\u8def\u5f91<\/li>\n\n\n\n<li>YOUR_PROJECT_ID &#8211; \u5c08\u6848ID\uff0c\u53ef\u5728\u5c08\u6848\u8a2d\u5b9a\u4e2d\u67e5\u627e<\/li>\n\n\n\n<li>YOUR_ITERATION_NAME &#8211; \u6a21\u578b\u8fed\u4ee3\uff08\u8a13\u7df4\uff09\u7684\u540d\u7a31\uff0c\u901a\u5e38\u70ba Iteration1, Iteration2, \u2026 \u540d\u7a31\u985e\u63a8<\/li>\n<\/ul>\n\n\n\n<div style=\"overflow: auto; height: 600px; background-color: #0000;\"><script src=\"https:\/\/gist.github.com\/iCShop-Sophie\/317f5e5671ca0eb817b95929622ec168.js\"><\/script><\/script>\n<\/div>\n\n\n\n<p>\u7b46\u8005\u6545\u610f\u5c07\u773e\u591a\u958b\u767c\u677f\u5806\u758a\u64fa\u653e\u4e26\u62cd\u651d\u6e2c\u8a66\u7167\u7247\uff0c\u4f7f\u7528\u4e0a\u8ff0\u7a0b\u5f0f\u78bc\u57f7\u884c Custom Vision \u9060\u7aef\u9810\u6e2c\u7684\u7d50\u679c\u5982\u4e0b\u5716\u3002\u53ef\u4ee5\u770b\u5230\u5c0d\u65bc\u88ab\u8986\u84cb\u5340\u57df\u8f03\u591a\u7684 AMB82 \u5df2\u7d93\u7121\u6cd5\u88ab\u5075\u6e2c\u5230\uff0c\u800c\u7a0d\u5fae\u8986\u84cb\u7684 TTGO \u9084\u6709 55% \u7684\u4fe1\u5fc3\u5ea6\u3002\u800c PICO \u8207 Linkit7697 \u56e0\u70ba\u5169\u8005\u984f\u8272\u5927\u5c0f\u76f8\u4eff\uff0c\u9020\u6210\u6a21\u578b\u5c07 PICO \u8aa4\u5224\u70ba Linkit7697\uff0c\u6b64\u5916\u6574\u9ad4\u800c\u8a00\u7684\u6548\u679c\u7b97\u662f\u9084\u4e0d\u932f\u3002\u7531\u65bc\u7b46\u8005\u6e96\u5099\u7684\u8a13\u7df4\u8cc7\u6599\u50c5\u9054\u5230 Custom Vision \u8981\u6c42\u7684\u4f4e\u6a19\uff08\u6bcf\u7269\u4ef6 30 \u5f35\u5f71\u50cf\uff09\uff0c\u4e14\u6545\u610f\u6311\u9078\u5927\u5c0f\u984f\u8272\u76f8\u8fd1\u7684\u7269\u9ad4\u505a\u8a13\u7df4\uff0c\u82e5\u589e\u52a0\u8cc7\u6599\u91cf\u63d0\u9ad8\u591a\u6a23\u6027\u61c9\u80fd\u6709\u6548\u6539\u5584\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\/10\/output_image1.jpg\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20669\" width=\"750\" height=\"563\"\/><figcaption class=\"wp-element-caption\">\u4f7f\u7528 prediction API \u57f7\u884c\u96f2\u7aef\u6a21\u578b<\/figcaption><\/figure><\/div>\n\n\n<p>\u9664\u4e86\u4f7f\u7528\u96f2\u7aef\u8fa8\u8b58\u6a21\u578b\u4e4b\u5916\uff0c\u82e5\u5c08\u6848\u985e\u578b\u662f\u9078\u64c7\u300cGeneral (Compact)\u300d\uff0c\u53ef\u4ee5\u5728 \uff0c\u300cPerformance\u300d\u9801\u9762\u4e2d\u9ede\u9078\u300cExport\u300d\u532f\u51fa\u6a21\u578b\u6a94\u3002\u652f\u63f4\u7684\u6a21\u578b\u683c\u5f0f\u5305\u542b CoreML\u3001 TensorFlow (\u5305\u542bLite)\u3001ONNX \u751a\u81f3 OpenVINO \u7684 IR \u6a94\u7b49\uff0c\u9019\u4e9b\u5e38\u898b\u7684\u6a21\u578b\uff0c\u5c0d\u65bc\u8981\u57f7\u884c\u908a\u7de3 Edge AI \u904b\u7b97\u7684 Maker \u4e5f\u80fd\u5920\u4f7f\u7528\uff01<\/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\/10\/image-29.png\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e5d)\uff1aAzure Custom Vision \uff0d AutoML \u7269\u4ef6\u5075\u6e2c\u8f15\u9b06\u73a9\" class=\"wp-image-20670\" width=\"335\" height=\"415\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5c0f\u7d50\uff0d\u9ebb\u74dc\u4e5f\u9069\u7528\u7684 AutoML \u5de5\u5177<\/h2>\n\n\n\n<p>\u4f5c\u70ba\u4e00\u500b AutoML \u7684\u5de5\u5177\uff0cCustom Vision \u63d0\u4f9b\u4e86\u89aa\u6c11\u7684\u7db2\u9801\u64cd\u4f5c\u4ecb\u9762\uff0c\u5c0d\u65bc\u60f3\u8981\u8a13\u7df4\u5ba2\u88fd\u5316\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\u7684 Maker \u4f86\u8aaa\uff0c\u4e0d\u9700\u8981\u77e5\u9053\u592a\u591a\u6df1\u5ea6\u5b78\u7fd2\u7684 know how\uff0c\u5c31\u80fd\u81ea\u52d5\u8a13\u7df4\u51fa\u76f8\u7576\u4e0d\u932f\u7684\u6a21\u578b\uff01\u9664\u4e86\u80fd\u4e00\u9375\u4f48\u7f72\u5230\u96f2\u7aef\u4e0a\uff0c\u900f\u904e API 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