{"id":1384686,"date":"2023-06-13T16:55:39","date_gmt":"2023-06-13T08:55:39","guid":{"rendered":"https:\/\/makerpro.cc\/makerlearn\/?post_type=courses&#038;p=1384686"},"modified":"2024-01-01T22:00:11","modified_gmt":"2024-01-01T14:00:11","slug":"teachable-machine-x-tensorflow-to-realize-edge-ai-projects","status":"publish","type":"courses","link":"https:\/\/makerpro.cc\/makerlearn\/courses\/teachable-machine-x-tensorflow-to-realize-edge-ai-projects\/","title":{"rendered":"\u7528Teachable Machine x TensorFlow\u5be6\u73feEdge AI\u5c08\u6848"},"content":{"rendered":"<p>\u4eca\u65e5AI\u5df2\u4e0d\u50c5\u662f\u9580\u986f\u5b78\uff0c\u66f4\u6f38\u6f38\u767c\u5c55\u6210\u70ba\u4e00\u9580\u901a\u8b58\u6280\u80fd\uff0c\u56e0\u70ba\u6709\u6108\u4f86\u6108\u591a\u76f4\u89ba\u3001\u6613\u7528\u7684AI\u958b\u767c\u5de5\u5177\u553e\u624b\u53ef\u5f97\uff0c\u800cTeachable Machine\u7d50\u5408TensorFlow\u5c31\u662f\u5176\u4e2d\u7684\u4ee3\u8868\uff1a\u7576\u4f60\u6709\u4e86AI\u61c9\u7528\u7684\u60f3\u6cd5\uff0c\u53ef\u64cd\u4f5cTeachable Machine\u4f86\u5feb\u901f\u8a13\u7df4\u51fa\u4e00\u5957AI\u6a21\u578b\uff0c\u532f\u51fa\u5f8c\u900f\u904e\u71b1\u9580\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6 &#8211; TensorFlow\u5373\u53ef\u5be6\u73fe\u5728Edge\u7aef\u7684\u63a8\u8ad6\u61c9\u7528\u3002\u672c\u8b1b\u5ea7\u8ab2\u5c07\u4ee53\u500b\u55ae\u5143\u5e36\u60a8\u719f\u6089\u9019\u5957\u958b\u767c\u6d41\u7a0b\u3002<\/p>\n<p>\u3010\u8ab2\u7a0b\u55ae\u5143\u3011<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-1386141 size-full\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%871.jpg?resize=887%2C295&#038;ssl=1\" alt=\"\" width=\"887\" height=\"295\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%871.jpg?w=887&amp;ssl=1 887w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%871.jpg?resize=300%2C100&amp;ssl=1 300w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%871.jpg?resize=768%2C255&amp;ssl=1 768w\" sizes=\"(max-width: 887px) 100vw, 887px\" \/><\/p>\n<p>Teachable Machine\u662fGoogle \u65bc 2017 \u767c\u8868\u7684\u7dda\u4e0a\u6df1\u5ea6\u5b78\u7fd2\u5f71\u50cf\u5206\u985e\u8a13\u7df4\u5de5\u5177\uff0c\u80fd\u5354\u52a9\u958b\u767c\u8005\u5feb\u901f\u8a13\u7df4\u5f71\u50cf\u5206\u985e\u6a21\u578b\u30022019 \u5e74\u63a8\u51fa V2 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src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%872.png?resize=1195%2C618&#038;ssl=1\" alt=\"\" width=\"1195\" height=\"618\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%872.png?w=1195&amp;ssl=1 1195w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%872.png?resize=300%2C155&amp;ssl=1 300w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%872.png?resize=1024%2C530&amp;ssl=1 1024w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%872.png?resize=768%2C397&amp;ssl=1 768w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%872.png?resize=900%2C465&amp;ssl=1 900w\" sizes=\"(max-width: 1195px) 100vw, 1195px\" \/><\/p>\n<p>\u63a5\u8457\uff0c\u672c\u55ae\u5143\u9084\u5c07\u6559\u60a8\u8cc7\u6599\u6536\u96c6\u7684\u6280\u5de7\uff08\u76ee\u6a19\u660e\u78ba\u3001\u80cc\u666f\u4e7e\u6de8\u3001\u7279\u5fb5\u660e\u986f\uff09\uff0c\u548c\u8d85\u53c3\u6578\uff08\u5b78\u7fd2\u7387\u3001\u8fed\u4ee3\u6b21\u6578\u3001\u6279\u91cf\u5927\u5c0f\uff09\u7684\u8a2d\u5b9a\uff0c\u8b93\u60a8\u7684\u6a21\u578b\u6709\u66f4\u9ad8\u7684\u6e96\u78ba\u6027\u3002<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter wp-image-1386143 size-full\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%873.png?resize=1200%2C623&#038;ssl=1\" alt=\"\" width=\"1200\" height=\"623\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%873.png?w=1211&amp;ssl=1 1211w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%873.png?resize=300%2C156&amp;ssl=1 300w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%873.png?resize=1024%2C532&amp;ssl=1 1024w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%873.png?resize=768%2C399&amp;ssl=1 768w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%873.png?resize=900%2C467&amp;ssl=1 900w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%873.png?resize=1200%2C623&amp;ssl=1 1200w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1386144 size-full\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%874.png?resize=1200%2C241&#038;ssl=1\" alt=\"\" width=\"1200\" height=\"241\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%874.png?w=1260&amp;ssl=1 1260w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%874.png?resize=300%2C60&amp;ssl=1 300w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%874.png?resize=1024%2C206&amp;ssl=1 1024w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%874.png?resize=768%2C154&amp;ssl=1 768w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%874.png?resize=900%2C181&amp;ssl=1 900w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%874.png?resize=1200%2C241&amp;ssl=1 1200w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p>TensorFlow\uff08TF\uff09\u70ba\u76ee\u524d\u4e3b\u6d41\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff0c\u672c\u55ae\u5143\u9664\u4e86\u5e36\u5927\u5bb6\u9ad4\u9a57\u4e00\u4e0bTensorFlow\u9019\u500b\u8edf\u9ad4\u6846\u67b6\u8a72\u5982\u4f55\u64cd\u4f5c\u5916\uff0c\u6703\u63a5\u7e8c\u4e0a\u4e00\u55ae\u5143\uff0c\u5c07Teachable Machine\u8a13\u7df4\u51fa\u7684\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\uff0c\u532f\u51fa\u6210TensorFlow\u6a21\u578b\uff0c\u4e26\u4f7f\u7528Colab\u5be6\u4f5cTensorFlow\u9077\u79fb\u5b78\u7fd2\uff08Transfer Learning\uff09\uff0c\u9054\u5230\u52a0\u901f\u6a21\u578b\u8a13\u7df4\u7684\u76ee\u6a19\u3002<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1386145 size-full\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%875.png?resize=1200%2C505&#038;ssl=1\" alt=\"\" width=\"1200\" height=\"505\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%875.png?w=1263&amp;ssl=1 1263w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%875.png?resize=300%2C126&amp;ssl=1 300w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%875.png?resize=1024%2C431&amp;ssl=1 1024w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%875.png?resize=768%2C323&amp;ssl=1 768w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%875.png?resize=900%2C379&amp;ssl=1 900w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%875.png?resize=1200%2C505&amp;ssl=1 1200w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p>\u63a5\u8457\u5c07\u4ecb\u7d39TensorFlow\u65bcEdge\u7aef\u5be6\u73fe\u63a8\u8ad6\u61c9\u7528\u7684\u5e7e\u7a2e\u65b9\u6848\uff0c\u4f9d\u64da\u6700\u7d42\u4f7f\u7528\u7684\u65b9\u5f0f\uff0cTensorFlow\u53ef\u4ee5\u6709\u6578\u7a2e\u4e0d\u540c\u7684\u4f48\u7f72\u65b9\u5f0f\uff0c\u4f8b\u5982TensorFlow.js\u9069\u5408\u61c9\u7528\u65bc\u7db2\u9801\uff0cTensorFlow Lite\u9069\u5408\u7528\u65bc\u5d4c\u5165\u5f0f\u7cfb\u7d71\uff0c\u800c\u6676\u7247\u4f9b\u61c9\u5546\u4e5f\u6709\u63d0\u4f9b\u5404\u81ea\u7684\u7b2c\u4e09\u65b9\u6700\u4f73\u5316\u5957\u4ef6\uff0c\u4f8b\u5982NVIDIA\u7684TensorRT\uff0c\u4ee5\u53caIntel\u7684OpenVINO\u3002<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1386157 size-full\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?resize=1200%2C239&#038;ssl=1\" alt=\"\" width=\"1200\" height=\"239\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?w=2560&amp;ssl=1 2560w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?resize=300%2C60&amp;ssl=1 300w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?resize=1024%2C204&amp;ssl=1 1024w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?resize=768%2C153&amp;ssl=1 768w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?resize=1536%2C306&amp;ssl=1 1536w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?resize=2048%2C408&amp;ssl=1 2048w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?resize=900%2C179&amp;ssl=1 900w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?resize=1200%2C239&amp;ssl=1 1200w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/AI%E8%BE%A8%E8%AD%98%E5%9C%96-scaled.jpg?w=2400&amp;ssl=1 2400w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p>\u672c\u55ae\u5143\u5c07\u4ee5\u958b\u767c\u677f\u8fa8\u8b58AI\u7cfb\u7d71\u7684\u958b\u767c\u70ba\u4f8b\uff0c\u5e36\u9818\u60a8\u5c07Teachable Machine\u532f\u51fa\u7684TensorFlow Lite\u6a21\u578b\u4f48\u7f72\u5230\u6a39\u8393\u6d3e\u53caVIA Pixetto\u4e0a\uff0c\u8b93\u60a8\u9ad4\u9a57Edge AI\u96db\u578b\u958b\u767c\u7684\u5177\u9ad4\u6d41\u7a0b\uff0c\u9032\u800c\u638c\u63e1\u5982\u4f55\u958b\u767c\u81ea\u5df1\u7684AI\u5c08\u6848\u3002<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1386147 size-full\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%877.png?resize=1200%2C505&#038;ssl=1\" alt=\"\" width=\"1200\" height=\"505\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%877.png?w=1254&amp;ssl=1 1254w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%877.png?resize=300%2C126&amp;ssl=1 300w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%877.png?resize=1024%2C431&amp;ssl=1 1024w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%877.png?resize=768%2C323&amp;ssl=1 768w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%877.png?resize=900%2C379&amp;ssl=1 900w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%877.png?resize=1200%2C505&amp;ssl=1 1200w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u3010\u8b1b\u5e2b\u4ecb\u7d39\u3011<\/strong><\/p>\n<p><strong>Felix Lin<\/strong><strong>\u8001\u5e2b<\/strong><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"wp-image-1386148 size-medium alignnone\" src=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%878.jpg?resize=240%2C300&#038;ssl=1\" alt=\"\" width=\"240\" height=\"300\" srcset=\"https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%878.jpg?resize=240%2C300&amp;ssl=1 240w, https:\/\/i0.wp.com\/makerpro.cc\/makerlearn\/wp-content\/uploads\/2023\/06\/%E5%9C%96%E7%89%878.jpg?w=548&amp;ssl=1 548w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/><\/p>\n<p>Felix\u73fe\u4efbiCShop 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