{"id":1130,"date":"2018-04-23T20:12:17","date_gmt":"2018-04-23T12:12:17","guid":{"rendered":"https:\/\/damogame.cn:15443\/wordpress\/?p=1130"},"modified":"2018-12-27T17:04:59","modified_gmt":"2018-12-27T09:04:59","slug":"%e8%b0%b7%e6%ad%8c%e5%a4%a7%e7%a5%9e%e5%b8%a6%e4%bd%a0%e5%8d%81%e5%88%86%e9%92%9f%e7%9c%8b%e6%87%82tensorflow","status":"publish","type":"post","link":"https:\/\/i007.cc\/wordpress\/archives\/1130","title":{"rendered":"\u8c37\u6b4c\u5927\u795e\u5e26\u4f60\u5341\u5206\u949f\u770b\u61c2TensorFlow"},"content":{"rendered":"<div class=\"article-title\">\n<h2>\u8c37\u6b4c\u5927\u795e\u5e26\u4f60\u5341\u5206\u949f\u770b\u61c2TensorFlow<\/h2>\n<\/div>\n<div class=\"article-desc clearfix\">\n<div class=\"author-icon\"><img decoding=\"async\" src=\"https:\/\/timgmb05.bdimg.com\/timg?searchbox_feed&amp;sec=0&amp;di=a4ba528ebd36f92211b8b85b48f54a01&amp;src=http%3A%2F%2Ff.hiphotos.baidu.com%2Fnews%2Fcrop%3D13%2C13%2C307%2C307%3Bw%3D638%2Fsign%3D262d770ecd8065386fa5fe53aaec9268%2F55e736d12f2eb9382e6e88b2d2628535e5dd6f6b.jpg\" \/><\/div>\n<div class=\"author-txt\">\n<p class=\"author-name\">DT\u8d22\u7ecf<\/p>\n<div class=\"article-source\"><span class=\"source\">\u767e\u5bb6\u53f7<\/span><span class=\"date\">17-12-21<\/span><span class=\"time\">15:46<\/span><\/div>\n<\/div>\n<\/div>\n<div class=\"article-content\">\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t11.baidu.com\/it\/u=1229729251,2614488107&amp;fm=173&amp;s=C8C31F740F436A4F1CED0CC20300A0BA&amp;w=640&amp;h=400&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u6587\/<span class=\"bjh-strong\">\u6570\u636e\u4fa0Gasparovic<\/span><\/span><\/p>\n<p><span class=\"bjh-p\">TensorFlow 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Gasparovic\u6240\u505a\u6f14\u8bb2\u3002\u4ed6\u7528\u6df1\u5165\u6d45\u51fa\u3001\u5999\u8da3\u6a2a\u751f\u7684\u65b9\u5f0f\uff0c\u7ed9\u5927\u5bb6\u5206\u4eab\u4e86TensorFlow\u7684\u53d1\u5c55\u60c5\u51b5\u4e0e\u6700\u65b0\u6210\u679c\u3002<\/span><\/p>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">\u672c\u6587\u8f6c\u81ea\u516c\u4f17\u53f7<\/span><span class=\"bjh-strong\">CDA\u6570\u636e\u5206\u6790\u5e08\uff08ID<\/span><span class=\"bjh-strong\">\uff1a<\/span><span class=\"bjh-strong\">cdacdacda\uff09<\/span><\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t11.baidu.com\/it\/u=2746793860,666214456&amp;fm=173&amp;s=828349A2CC778C8A804C38DA030090B0&amp;w=639&amp;h=356&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u5927\u5bb6\u597d\uff0c\u6211\u53ebAndrew Gasparovic\u3002\u6211\u662f\u6765\u81ea\u8c37\u6b4c\u6b27\u6d32\u7814\u7a76\u90e8\u82cf\u9ece\u4e16\u7684\u4e00\u540d\u5de5\u7a0b\u5e08\uff0c\u81f4\u529b\u4e8e\u7814\u7a76\u673a\u5668\u667a\u80fd\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4eca\u5929\u6211\u5f88\u9ad8\u5174\u53ef\u4ee5\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528TensorFlow\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u9996\u5148\u6211\u5c06\u5411\u4f60\u4eec\u8bb2\u89e3TensorFlow\uff0c\u7136\u540e\u518d\u7ed9\u5927\u5bb6\u4e3e\u4e00\u4e9b\u4f8b\u5b50\uff0c\u5173\u4e8e\u6211\u4eec\u5982\u4f55\u5728Google\u4f7f\u7528TensorFlow\u3002\u63a5\u7740\u5206\u4eab\u4e00\u4e9b\u6700\u65b0\u4ee5\u53ca\u5373\u5c06\u51fa\u73b0\u7684\u53d1\u5c55\u60c5\u51b5\u3002\u7136\u540e\u518d\u8c08\u8c08\u5982\u4f55\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=359032500,2626705004&amp;fm=173&amp;s=8A9341828D07FD0BC3DC39D8030010B2&amp;w=640&amp;h=364&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">TensorFlow\u662f\u4ec0\u4e48?<\/span><\/span><\/p>\n<p><span class=\"bjh-p\">\u9996\u5148\u4ecb\u7ecd\u4e0bTensorFlow\u7a76\u7adf\u662f\u505a\u4ec0\u4e48\u7684\uff0c\u4ee5\u53ca\u4eba\u4eec\u4e3a\u4ec0\u4e48\u60f3\u8981\u4f7f\u7528\u5b83\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t12.baidu.com\/it\/u=2946519275,3861449532&amp;fm=173&amp;s=4A9549829D26FD0BC3D419D8030050B6&amp;w=640&amp;h=357&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">TensorFlow\u80fd\u591f\u8ba9\u4f60\u76f4\u63a5\u89e3\u51b3\u5404\u79cd\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u3002<\/span>\u76ee\u6807\u5c31\u662f\u5728\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u65e0\u8bba\u4f60\u9047\u5230\u4ec0\u4e48\u95ee\u9898\uff0cTensorFlow\u90fd\u53ef\u4ee5\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u4f9bAPI\u7684\u652f\u6301\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u603b\u7684\u6765\u8bf4TensorFlow\u5c31\u662f\u4e3a\u4e86\u5feb\u800c\u8bbe\u8ba1\u7684\uff0c\u6240\u4ee5\u5b83\u9488\u5bf9\u4f60\u5b9e\u9645\u4f7f\u7528\u7684\u786c\u4ef6\u548c\u5e73\u53f0\u505a\u4e86\u4f18\u5316\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5176\u4e2d\u5728\u673a\u5668\u5b66\u4e60\u6846\u67b6\u65b9\u9762\uff0cTensorFlow\u7684\u771f\u6b63\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff0c\u80fd\u591f\u57285\u884c\u6216\u800510\u884c\u4ee3\u7801\u4e2d\u6784\u5efa\u6a21\u578b\u3002\u7136\u540e\u5e94\u7528\u8fd9\u4e2a\u6a21\u578b\uff0c\u8fdb\u884c\u6269\u5c55\u505a\u51fa\u4ea7\u54c1\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u56e0\u6b64\uff0c\u4f60\u80fd\u591f\u5728\u51e0\u5341\u751a\u81f3\u51e0\u767e\u4e2a\u673a\u5668\u7684\u7c07\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u4ece\u800c\u7528\u8be5\u6a21\u578b\u8fdb\u884c\u975e\u5e38\u4f4e\u7684\u5ef6\u8fdf\u9884\u6d4b\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u6211\u4eec\u5728\u8fd9\u91cc\u7a0d\u5fae\u5c55\u5f00\u8bf4\u4e00\u4e0b\u4ec0\u4e48\u662f\u6a21\u578b\u3002\u4ee5\u53ca\u673a\u5668\u5b66\u4e60\u662f\u600e\u6837\u4e0e\u6a21\u578b\u76f8\u5173\u8054\u7684\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u8fd9\u91cc\u6709\u4e2a\u7b80\u5355\u7684\u9884\u6d4b\u95ee\u9898\uff0c\u5224\u65ad\u4e00\u5f20\u56fe\u7247\u4e2d\u5305\u542b\u7684\u662f\u732b\u8fd8\u662f\u72d7\u3002\u8fd9\u7528\u4f20\u7edf\u7684\u7f16\u7a0b\u65b9\u6cd5\u5f88\u96be\u751a\u81f3\u4e0d\u53ef\u80fd\u89e3\u51b3\u3002\u56e0\u4e3a\u5f88\u96be\u5236\u5b9a\u51fa\u4e00\u7cfb\u5217\u89c4\u5219\uff0c\u6765\u51b3\u5b9a\u4ec0\u4e48\u662f\u732b\u4ec0\u4e48\u662f\u72d7\u3002\u6700\u91cd\u8981\u8be5\u5982\u4f55\u628a\u63e1\u6240\u6709\u7684\u53d8\u91cf\uff0c\u6bd4\u5982\u54c1\u79cd\u3001\u59ff\u52bf\u3001\u4eae\u5ea6\u3001\u4ee5\u53ca\u6bd4\u4f8b\u7b49\u7b49\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=1014003804,3304389333&amp;fm=173&amp;s=CA97498ADD37559AC64C39D8030050B0&amp;w=640&amp;h=359&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u56e0\u6b64\u4f5c\u4e3a\u66ff\u4ee3\uff0c\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u3002\u8fd9\u50cf\u662f\u4eba\u8111\u4e2d\u795e\u7ecf\u5143\u8fd0\u884c\u7684\u6781\u7b80\u7248\u672c\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u56fe\u4e2d\u6bcf\u4e2a\u5c0f\u70b9\u90fd\u662f\u4e00\u4e2a\u795e\u7ecf\u5143\uff0c\u8fd9\u4e9b\u795e\u7ecf\u5143\u4ee5\u5c42\u4e3a\u96c6\u5408\u5355\u4f4d\u88ab\u5173\u8054\u8d77\u6765\u3002\u4ece\u90a3\u4e9b\u6211\u4eec\u6240\u770b\u5230\u7684\u56fe\u7247\uff0c\u5230\u6211\u4eec\u6240\u80fd\u7406\u89e3\u7684\u8f93\u51fa\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u63a5\u7740\u6d4f\u89c8\u5927\u91cf\u732b\u72d7\u7684\u56fe\u7247\uff0c\u5b83\u4eec\u5747\u88ab\u6807\u6ce8\u4e3a\u6b63\u786e\u7684\u7c7b\u522b\uff0c\u7136\u540e\u8fdb\u884c\u9884\u6d4b\u3002\u4e00\u5f00\u59cb\uff0c\u6240\u6709\u8fd9\u4e9b\u795e\u7ecf\u5143\u90fd\u88ab\u968f\u673a\u5730\u521d\u59cb\u5316\uff0c\u5b8c\u5168\u51ed\u731c\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u6211\u4eec\u8981\u8ba1\u7b97\u731c\u6d4b\u4e0e\u6b63\u786e\u7ed3\u679c\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u5373\u8bef\u5dee\u3002\u7136\u540e\u4f7f\u7528\u8bef\u5dee\uff0c\u6765\u8c03\u6574\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\u5f3a\u5ea6\u3002\u57fa\u672c\u4e0a\uff0c\u6211\u4eec\u60f3\u7f13\u6162\u5730\u903c\u8fd1\u6b63\u786e\u7b54\u6848\u3002\u5728\u6211\u4eec\u91cd\u590d\u4e0a\u8ff0\u6b65\u9aa4\u7ea6\u4e00\u767e\u4e07\u6b21\u4e4b\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u5f97\u5230\u4e00\u4e2a\u4e0d\u9519\u7684\u732b\u72d7\u9884\u6d4b\u6a21\u578b\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4f46\u662f\u4f60\u771f\u6b63\u60f3\u5b9e\u73b0\u7684\uff0c\u5176\u5b9e\u662f\u521b\u5efa\u4e00\u4e2a\u9884\u6d4b\u732b\u72d7\u7684\u7f51\u7ad9\u3002\u7528\u6237\u7ed9\u4e86\u4f60\u4e00\u5f20\u56fe\u7247\uff0c\u4f60\u9700\u8981\u544a\u8bc9\u4ed6\u4eec\u8fd9\u5f53\u4e2d\u5305\u542b\u4e86\u732b\u8fd8\u662f\u72d7\u3002\u5728\u8bad\u7ec3\u4e2d\u4e60\u5f97\u7684\u8fde\u63a5\u5f3a\u5ea6\uff0c\u80fd\u4f7f\u4f60\u7684\u6a21\u578b\u63a8\u5e7f\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=1883552322,520617250&amp;fm=173&amp;s=25EDF60619C3D14F466B367A03001078&amp;w=640&amp;h=360&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u56e0\u6b64\u5982\u679c\u7ed9\u51fa\u4e00\u5f20\u56fe\u7247\uff0c\u5373\u4f7f\u5b83\u4ece\u672a\u89c1\u8fc7\u8fd9\u5f20\u56fe\uff0c\u5e76\u4e14\u56fe\u7247\u4e5f\u6ca1\u6709\u9644\u4e0a\u4efb\u4f55\u6807\u7b7e\uff0c\u6a21\u578b\u4e5f\u80fd\u9884\u6d4b\u51fa\u56fe\u7247\u4e2d\u662f\u72d7\u3002\u8fd9\u662f\u6839\u636e\u4ece\u795e\u7ecf\u5143\u7684\u6743\u503c\u4e60\u5f97\u7684\uff0c\u5173\u4e8e\u732b\u72d7\u672c\u8d28\u7684\u5bf9\u6bd4\u3002\u81f3\u5c11\u662f\u6839\u636e\u5b83\u6240\u770b\u7684\u56fe\u7247\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u800c\u6a21\u578b\u771f\u6b63\u80fd\u5b66\u4e60\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff0c\u662f\u4e00\u4e2a\u57fa\u4e8e\u6a21\u578b\u5927\u5c0f\u548c\u590d\u6742\u5ea6\u7684\u51fd\u6570\u3002\u76f4\u5230\u6700\u8fd1\u6211\u4eec\u624d\u6709\u76f8\u5e94\u7684\u8ba1\u7b97\u673a\u6027\u80fd\u548c\u5de5\u5177\uff0c\u53ef\u4ee5\u7528\u6765\u5b9e\u9a8c\u5de8\u5927\u4e14\u590d\u6742\u7684\u6a21\u578b\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u8fd9\u5f20\u56fe\u7247\u662f\u795e\u7ecf\u7f51\u7edc\u57285\u523010\u5e74\u524d\u7684\u6837\u5b50\uff0c\u90a3\u65f6\u8fd8\u53ea\u6709\u4e3a\u6570\u4e0d\u591a\u7684\u51e0\u4e2a\u795e\u7ecf\u5143\u3002\u6bcf\u5c42\u795e\u7ecf\u5143\u5b8c\u5168\u76f8\u4e92\u8fde\u63a5\uff0c\u4f46\u4e5f\u6ca1\u6709\u90a3\u4e48\u591a\u5c42\u795e\u7ecf\u5143\u3002\u6700\u540e\u7684\u7ed3\u679c\u4e5f\u6ca1\u6709\u90a3\u4e48\u51c6\u786e\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t11.baidu.com\/it\/u=804356044,2489144807&amp;fm=173&amp;s=8A97498225754D8AC5C439D8030050BE&amp;w=640&amp;h=357&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u4e8b\u5b9e\u4e0a\u5bf9\u4e8e\u7c7b\u4f3c\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u95ee\u9898\uff0c\u8fc7\u53bb\u7684\u795e\u7ecf\u7f51\u7edc\u51e0\u4e4e\u65e0\u7528\u6b66\u4e4b\u5730\u3002\u76f8\u6bd4\u4e8e\u4e3a\u67d0\u4e2a\u786e\u5207\u7684\u4efb\u52a1\uff0c\u7531\u4e13\u5bb6\u4eec\u4e13\u95e8\u624b\u52a8\u8c03\u8282\u7684\u6a21\u578b\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5982\u4eca\u53ef\u4ee5\u7528\u6765\u4e0e\u56fe\u50cf\u5206\u7c7b\u7684\u795e\u7ecf\u7f51\u7edc\u4f5c\u6bd4\u8f83\uff0c\u8fd9\u4e2a\u88ab\u79f0\u4e3aInception\u3002\u5b83\u7684\u8bbe\u8ba1\u601d\u8def\u662f\u7ed9\u51fa\u4e00\u5f20\u56fe\u7247\uff0c\u5b83\u5c31\u80fd\u4ece\u6210\u5343\u4e0a\u4e07\uff0c\u6211\u8bb0\u5f97\u662f\u5927\u7ea61\u4e077\u5343\u79cd\u7c7b\u522b\u4e2d\uff0c\u9884\u6d4b\u51fa\u56fe\u4e2d\u5305\u542b\u4e86\u4ec0\u4e48\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=790156455,986587335&amp;fm=173&amp;s=CA97498ACD07CC1BC7CC39D8030080B4&amp;w=640&amp;h=356&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u501f\u52a9\u4e8eTensorFlow\u7684\u6846\u67b6\uff0c\u4f60\u80fd\u591f\u8bad\u7ec3\u51fa\u8fd9\u6837\u7684\u6a21\u578b\u3002\u542b\u8bb8\u591a\u5c42\uff0c\u5e76\u4e14\u6bd4\u65e9\u671f\u7684\u795e\u7ecf\u7f51\u7edc\u66f4\u590d\u6742\u3002<\/span><\/p>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">\u8fd9\u5c31\u662f\u6211\u4eec\u8bf4\u6df1\u5ea6\u5b66\u4e60\u65f6\u6240\u6307\u7684&#8221;\u6df1\u5ea6\u201d\u3002<\/span>\u5728\u8fd9\u91cc&#8217;\u6df1\u5ea6&#8217;\u6307\u7684\u5c31\u662f\uff0c\u5c42\u4e0e\u5c42\u4e4b\u95f4\u66f4\u6df1\u5c42\u6b21\u7684\u534f\u8c03\u3002\u4ee5\u53ca\u968f\u4e4b\u4ea7\u751f\u7684\u66f4\u52a0\u590d\u6742\u7684\u8fde\u63a5\u3002\u6700\u7ec8\u7684\u7ed3\u679c\u5c31\u662f\u4f60\u7684\u6a21\u578b\u4e2d\uff0c\u6709\u767e\u4e07\u7ea7\u522b\u751a\u81f3\u5341\u4ebf\u7ea7\u522b\u6570\u91cf\u7684\u795e\u7ecf\u5143\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u901a\u8fc7\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5f97\u5230\u7684\u7ed3\u679c\u3002\u80fd\u591f\u6781\u5927\u5730\u4f18\u4e8e\uff0c\u65e9\u671f\u7684\u624b\u5de5\u6784\u5efa\u5e76\u4e14\u624b\u5de5\u8c03\u8bd5\u7684\u6a21\u578b\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4f46\u662f\uff0cTensorFlow\u80fd\u591f\u5728\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u4e2d\u8868\u73b0\u5730\u5982\u6b64\u9ad8\u6548\u7684\u539f\u56e0\u662f\uff0c\u5b83\u80fd\u628a\u4f60\u5199\u7684\u4ee3\u7801\u8f6c\u6362\u6210\u64cd\u4f5c\u56fe\u3002\u800c\u771f\u6b63\u8fd0\u884c\u7684\u6b63\u662f\u8fd9\u79cd\u56fe\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u987a\u4fbf\u63d0\u4e00\u4e0b\uff0c<span class=\"bjh-strong\">\u5728\u8fd9\u4e9b\u64cd\u4f5c\u4e4b\u95f4\u8fd0\u884c\u7684\u6570\u636e\u53eb\u505a\u5f20\u91cf(Tensor)<\/span>\u3002\u8fd9\u4e5f\u662f\u540d\u5b57\u7684\u6765\u6e90\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t11.baidu.com\/it\/u=1559252512,1479973299&amp;fm=173&amp;s=88025D324F62652248C195DE0000C0B2&amp;w=640&amp;h=318&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u56e0\u4e3a\u4f60\u7684\u6a21\u578b\u4ee5\u56fe\u7684\u5f62\u5f0f\u5c55\u73b0\u51fa\u6765\uff0c\u4f60\u53ef\u4ee5\u63a8\u8fdf\u6216\u8005\u5220\u9664\u4e0d\u5fc5\u8981\u7684\u64cd\u4f5c\u3002\u751a\u81f3\u91cd\u7528\u90e8\u5206\u7ed3\u679c\u3002\u4f60\u8fd8\u53ef\u4ee5\u5f88\u8f7b\u677e\u5730\u5b9e\u73b0\u7684\u4e00\u4e2a\u8fc7\u7a0b\u53eb\u505a<span class=\"bjh-strong\">\u53cd\u5411\u4f20\u64ad<\/span>\u3002\u5982\u679c\u4f60\u8fd8\u8bb0\u5f97\u7684\u8bdd\uff0c\u5f53\u6211\u4eec\u57fa\u4e8e\u6240\u89c1\u7684\u6837\u672c\u4ee5\u53ca\u8ba1\u7b97\u7684\u8bef\u5dee\uff0c\u6765\u66f4\u65b0\u6a21\u578b\u4e2d\u7684\u8fde\u63a5\u5f3a\u5ea6\u3002\u8fd9\u6574\u4e2a\u8fc7\u7a0b\u5c31\u662f\u53cd\u5411\u4f20\u64ad\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u56e0\u4e3a\u6a21\u578b\u8868\u73b0\u4e3a\u64cd\u4f5c\u56fe\u800c\u4e0d\u662f\u4ee3\u7801\uff0c\u56e0\u6b64\u4f60\u4e0d\u9700\u8981\u4e3a\u6b64\u5199\u989d\u5916\u7684\u4ee3\u7801\u3002\u53ea\u9700\u76f4\u63a5\u81ea\u52a8\u5730\u8ba1\u7b97\u4ee5\u53ca\u5e94\u7528\u8fd9\u4e9b\u8fed\u4ee3\u66f4\u65b0\u3002\u6a21\u578b\u8868\u73b0\u4e3a\u56fe\u7684\u53e6\u4e00\u4e2a\u597d\u5904\u5c31\u662f\uff0c\u5728\u4f60\u7684\u4ee3\u7801\u4e2d\uff0c\u4f60\u53ef\u4ee5\u7528\u4e00\u884c\u58f0\u660e\u5c31\u8868\u660e:&#8221;\u6211\u60f3\u8fd9\u90e8\u5206\u56fe\u5728\u8fd9\u91cc\u8fd0\u884c,\u6211\u60f3\u53e6\u4e00\u90e8\u5206\u56fe\u5206\u5e03\u5f0f\u8fd0\u884c\u5728\u4e0d\u540c\u7684\u673a\u5668\u7fa4\u4e0a&#8221;\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4f60\u751a\u81f3\u53ef\u4ee5\u8bf4&#8221;\u6211\u60f3\u8981\u8fd9\u90e8\u5206\u6ce8\u91cd\u6570\u5b66\u7684\u56fe\u5728GPU\u4e0a\u8fd0\u884c,\u4e0e\u6b64\u540c\u65f6,\u6570\u636e\u8f93\u5165\u90e8\u5206\u7684\u4ee3\u7801\u5728CPU\u4e0a\u8fd0\u884c&#8221;\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">TensorFlow\u4e00\u5f00\u59cb\u5c31\u53ef\u4ee5\u5728CPU\u548cGPU\u4e0a\u8fd0\u884c\uff0c\u5b83\u8fd8\u53ef\u4ee5\u5728iOS \u5b89\u5353\u3001\u751a\u81f3Raspberry Pi\u8bbe\u5907\u4e0a\u52a0\u8f7d\u6a21\u578b\uff0c\u4ee5\u53ca\u505a\u4e00\u4e9b\u50cf\u9884\u6d4b\u6216\u8005\u5206\u7c7b\u7684\u63a8\u7406\u578b\u4efb\u52a1\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=1229188782,604252546&amp;fm=173&amp;s=0A974982ADB6C49A864C38D8030050B2&amp;w=640&amp;h=358&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u56e0\u6b64\u5728\u6211\u4eec\u7684\u6570\u636e\u4e2d\u5fc3\u5185\u90e8\uff0c\u6211\u4eec\u4f7f\u7528\u4e13\u95e8\u6253\u9020\u7684\u786c\u4ef6TPU(tensor processing unit)\uff0c\u6765\u63d0\u4f9bTensorFlow\u56fe\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u6240\u4ee5\u5b9e\u73b0\u5728\u7f51\u7edc\u4e2d\u5148\u53cd\u5411\u4f20\u64ad\uff0c\u7136\u540e\u518d\u524d\u5411\u4f20\u64ad\u3002\u6bcf\u4e00\u5c42\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\u5f3a\u5ea6\uff0c\u57fa\u672c\u4e0a\u5c31\u662f\u975e\u5e38\u5927\u7684\u77e9\u9635\u6570\u5b66\u8fd0\u7b97\u3002\u8fd9\u6b63\u662fTPU\u5e38\u505a\u7684\uff0c\u5e76\u4e14\u7b97\u5f97\u53c8\u5feb\u53c8\u597d\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u7b2c\u4e8c\u7248TPU\u786c\u4ef6\u6211\u4eec\u79f0\u4e4b\u4e3a\u4e91TPU\uff0c\u4e4b\u540e\u6211\u4f1a\u591a\u8c08\u8c08\u8fd9\u65b9\u9762\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u66fe\u6709\u4e00\u6bb5\u65f6\u95f4\uff0cPython\u51e0\u4e4e\u662f\u6784\u5efaTensorFlow\u56fe\u7684\u552f\u4e00\u9009\u62e9\u3002\u76f4\u5230\u73b0\u5728\u5b83\u4e5f\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002Python\u975e\u5e38\u7b80\u5355\uff0c\u73b0\u6210\u7684\u6837\u4f8b\u4ee3\u7801\u975e\u5e38\u591a\uff0c\u51e0\u4e4e\u652f\u6301\u4efb\u4f55\u5185\u5bb9\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t12.baidu.com\/it\/u=38305997,2812858569&amp;fm=173&amp;s=8A874986FD376D8AC64429D8030010B8&amp;w=640&amp;h=359&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u4f46\u662f\u4e5f\u6709\u6765\u81ea\u5f88\u591a\u5176\u4ed6\u8bed\u8a00\u7684\u652f\u6301\u3002\u56e0\u4e3aTensorFlow\u662f\u5f00\u6e90\u7684\uff0c\u957f\u671f\u4ee5\u6765\u5728\u793e\u533a\u7684\u652f\u6301\u4e0b\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u8bed\u8a00\u5f00\u59cb\u652f\u6301TensorFlow\u3002\u6240\u4ee5\uff0c\u6700\u7ec8\u7684\u60c5\u51b5\u662f\uff0c\u5982\u679c\u4f60\u5bf9TensorFlow\u611f\u5174\u8da3\uff0c\u4f60\u53ef\u4ee5\u7528\u81ea\u5df1\u559c\u6b22\u7684\u8bed\u8a00\u4f7f\u7528TensorFlow\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5728\u6b64\u6211\u60f3\u8bf4\u4e00\u4e0b\uff0c\u6211\u7684TensorFlow Serving\u56e2\u961f\u7684\u540c\u4e8b\u4eec\u3002\u4e0a\u4e2a\u6708\u521a\u521a\u53d1\u5e03\u4e86\u4ed6\u4eec\u76841.0\u7248\u672c\u3002\u8fd9\u5bf9\u4ed6\u4eec\u6765\u8bf4\u662f\u4e00\u4e2a\u5341\u5206\u91cd\u5927\u7684\u91cc\u7a0b\u7891\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u56e0\u4e3aTensorFlow Serving\u662f\u975e\u5e38\u9ad8\u6027\u80fd\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u4f60\u80fd\u591f\u5728\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\u52a0\u8f7d\u6a21\u578b\uff0c\u7528\u4e8e\u4f4e\u5ef6\u65f6\u7684\u63a8\u65ad\u8bf7\u6c42\u3002\u5728\u5185\u90e8\uff0c\u6211\u4eec\u5df2\u7ecf\u628a\u5b83\u5e94\u7528\u4e8e\u5927\u7ea6800\u4e2a\u4ea7\u54c1\u4e0a \u3002\u4f46\u662f\u6211\u4eec\u60f3\u628a\u5b83\u4f5c\u4e3a\u5f00\u6e90\u5206\u5e03\u7684\u4e00\u90e8\u5206 \u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u56e0\u4e3a\u8fd9\u662f\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u5f88\u91cd\u8981\u7684\u4e00\u4e2a\u65b9\u9762 \u3002\u5f53\u6211\u4eec\u8bf4TensorFlow\u53ef\u7528\u4e8e\u751f\u4ea7\u65f6 \uff0c\u8fd9\u624d\u80fd\u628a\u7528\u6765\u505a\u7814\u7a76\u6240\u5199\u7684\u4ee3\u7801\u4e0e\u5b9e\u9645\u751f\u4ea7\u7528\u6765\u89e3\u51b3\u95ee\u9898\u76f8\u533a\u5206 \u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u8fd8\u6709\u4e00\u4e2a\u9879\u76ee\u662f\u79f0\u4e3aTensorBoard\u7684\u5de5\u5177 \uff0c\u8fd9\u662f\u5305\u4e2d\u7684\u53ef\u89c6\u5316\u5de5\u5177\u4e4b\u4e00 \u3002\u8fd9\u5f20\u56fe\u5c55\u793a\u7684\u662f\u9488\u5bf9\u67d0\u4e2a\u4efb\u52a1\u6a21\u578b\uff0c\u5b66\u5230\u7684\u624b\u5199\u4f53\u6570\u5b57\u7c07\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u603b\u4f53\u6765\u8bf4\uff0c\u628a\u6a21\u578b\u7684\u8fd0\u884c\u8fc7\u7a0b\u8fdb\u884c\u53ef\u89c6\u5316 \uff0c\u5e76\u4e14\u5c1d\u8bd5\u5bf9\u6a21\u578b\u9884\u6d4b\u7684\u7ed3\u679c\u8fdb\u884c\u8c03\u8bd5 \u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=496299069,2903763441&amp;fm=173&amp;s=5750C53B0D10FDC0446194CF030060E1&amp;w=640&amp;h=361&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u4e00\u76f4\u4ee5\u6765\u90fd\u662f\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u7684\u96be\u70b9\uff0c\u662f\u8bb8\u591a\u673a\u5668\u5b66\u4e60\u6846\u67b6\u4e2d\u7684\u8584\u5f31\u73af\u8282\u3002\u56e0\u6b64\u6b63\u5982TensorFlow Serving\uff0c\u8fd9\u4e5f\u6b63\u662f\u6211\u4eec\u60f3\u8981\u52a0\u5165\u7684\u5185\u5bb9 \u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u56e0\u4e3a\u4f60\u4e0d\u53ef\u80fd\u5c06\u5176\u6295\u5165\u751f\u4ea7 \uff0c\u9664\u975e\u771f\u6b63\u5f04\u6e05\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e2d\u7684\u8fd0\u884c\u539f\u7406 \u3002\u4ee5\u53ca\u660e\u786e\u662f\u5426\u6a21\u578b\u9884\u6d4b\u7684\u7ed3\u679c\u4e0e\u9884\u671f\u4e0d\u540c \uff0c\u8fd8\u6709\u5f53\u4e2d\u7684\u539f\u56e0 \u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u6240\u4ee5\u603b\u4f53\u800c\u8a00 \uff0c\u751f\u4ea7\u524d\u7684\u51c6\u5907\u5de5\u4f5c\u662f\u6784\u5efa\u6210\u529f\u6846\u67b6\u7684\u5173\u952e\u4e4b\u4e00 \uff0c\u8fd9\u4e5f\u4f7f\u5b83\u4e0e\u4f17\u4e0d\u540c \u3002<\/span><\/p>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">TensorFlow\u81ea\u53d1\u5e03\u4ee5\u6765 \uff0c\u5c31\u6210\u4e3a\u4e86GitHub\u4e0a\u6392\u540d\u7b2c\u4e00\u7684\u673a\u5668\u5b66\u4e60\u5f00\u6e90\u5e93 \u3002<\/span>\u81ea\u4ece\u53d1\u5e03\u4ee5\u6765\u7684\u5176\u4f7f\u7528\u91cf\u662f\u60ca\u4eba\u7684 \u3002\u8fd9\u5f20\u56fe\u8868\u663e\u793a\u4e86\u5b83\u81ea\u53d1\u884c\u4ee5\u6765\uff0c\u5728GitHub\u4e0a\u7684Star\u6570\u3002\u4e0a\u4e00\u6b21\u6211\u770b\u7684\u65f6\u5019\u8d85\u8fc7\u4e866\u4e078\u5343\u70b9\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t11.baidu.com\/it\/u=942568660,3316324784&amp;fm=173&amp;s=E9A63C7227B8642304E978C30000E0B2&amp;w=640&amp;h=312&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u53e6\u4e00\u4e2a\u539f\u56e0\u5c31\u662f\uff0c\u6211\u4eec\u5f88\u91cd\u89c6\u81ea\u5df1\u5728\u5f00\u6e90\u793e\u533a\u4e2d\u7684\u5730\u4f4d\u3002 \u5bf9\u4e8e\u6211\u4eec\u6765\u8bf4\uff0c\u8fd9\u4ece\u6765\u5c31\u4e0d\u662f\u968f\u610f\u6253\u51fa\u4e00\u4e9b\u4ee3\u7801\uff0c\u6216\u8005\u968f\u610f\u4ece\u6e90\u4ee3\u7801\u5b58\u50a8\u5e93\u4e2d\u53d6\u51fa\u4e00\u4e9b \uff0c\u9009\u62e9\u5f00\u6e90\u7136\u540e\u5c31\u5b8c\u4e8b\u4e86\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u81ea\u4ece\u53d1\u5e03\u4ee5\u6765\uff0c\u5f00\u653e\u6e90\u7801\u548c\u5f00\u6e90\u8d21\u732e\u8005\uff0c\u4e00\u76f4\u662f\u6574\u4e2a\u8fc7\u7a0b\u4e2d\u7684\u91cd\u8981\u90e8\u5206\u3002\u5982\u4eca TensorFlow\u4e2d\u6709\u8d85\u8fc71\u5343\u4e3a\u5916\u90e8\u8d21\u732e\u8005\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5176\u4e2d\u4e00\u4e9b\u5916\u90e8\u8d21\u732e\u8005\u7684\u6dfb\u52a0\u4e86\u5f88\u591a\u65b0\u7684\u7279\u6027\uff0c\u5982\u6211\u524d\u9762\u63d0\u5230\u7684\u5176\u4ed6\u8bed\u8a00\uff0c\u989d\u5916\u7684\u786c\u4ef6\u652f\u6301\u3002\u751a\u81f3\u662fTensorFlow\u8fd0\u884c\u7684\u5168\u65b0\u5e73\u53f0\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u6211\u4eec\u5f00\u6e90\u5de5\u4f5c\u7684\u53e6\u4e00\u4e2a\u65b9\u9762\u662f \uff0c\u786e\u4fdd\u7528\u6237\u80fd\u591f\u9ad8\u6548\uff0c\u5e76\u4e86\u89e3\u5982\u4f55\u6700\u597d\u5730\u4f7f\u7528TensorFlow\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4e3a\u6b64\u6211\u4eec\u5df2\u7ecf\u56de\u7b54\u4e86Stack Overflow\u4e0a\u6570\u5343\u4e2a\u95ee\u9898\uff0c\u540c\u65f6\u4e5f\u8ba4\u771f\u5730\u7814\u7a76\u5e76\u89e3\u51b3\u4e86\u6211\u4eecGitHub Issue\u9875\u9762\u4e0a\u7684\u95ee\u9898\u3002\u6211\u4eec\u5e0c\u671b\u4ece\u4f60\u5728\u4e0b\u8f7d\u6846\u67b6\u5230\u5b9e\u9645\u53d1\u5e03\u6a21\u578b\u65f6\uff0c\u90fd\u6709\u975e\u5e38\u65e0\u7f1d\u7684\u4f53\u9a8c\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t12.baidu.com\/it\/u=232757672,1754259745&amp;fm=173&amp;s=17A2D8A40E683C0D492B8C990300808B&amp;w=640&amp;h=350&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u53ea\u662f\u9700\u8981\u660e\u786e\u7684\u662f\uff0c\u6211\u4eec\u7ecf\u5e38\u5728\u8c37\u6b4c\u91cc\u4e2d\u4f7f\u7528TensorFlow\u3002\u8fd9\u5f20\u56fe\u663e\u793a\u4e86\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u6211\u4eec\u6a21\u578b\u7684\u6e90\u4ee3\u7801\u63a7\u5236\u6811\u7684\u76ee\u5f55\u6570\u91cf\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u6a59\u8272\u7ebf\u662f\u5f53\u6211\u4eec\u5185\u90e8\u53d1\u5e03TensorFlow\uff0c\u53ef\u4f9b\u6240\u6709\u9879\u76ee\u4f7f\u7528\u65f6\u7684\u60c5\u51b5\u3002\u53ef\u4ee5\u770b\u5230\u5728\u6b64\u4e4b\u524d\uff0c\u6709\u4e00\u4e9b\u4eba\u5bf9\u673a\u5668\u5b66\u4e60\u7684\u5174\u8da3 \u3002\u6bd4\u5982\u4e00\u4e9b\u4eba\u662f\u767d\u8272\u540d\u5355\uff0c\u6216\u4f7f\u7528\u6211\u4eec\u5148\u8fdb\u7684\u6846\u67b6 \u3002\u7136\u540e\u5728\u5176\u53d1\u5e03\u4e4b\u540e\u5c31\u6fc0\u589e\u4e86\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5982\u4eca\uff0c\u8c37\u6b4c\u67096\u5343\u591a\u4e2a\u4ea7\u54c1\u4f7f\u7528\u4e86TensorFlow\u3002<\/span><\/p>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">\u4e8b\u5b9e\u4e0a\uff0c\u51e0\u4e4e\u8c37\u6b4c\u6240\u6709\u7684\u4e3b\u8981\u4ea7\u54c1\u90fd\u4f7f\u7528TensorFlow\uff0c\u5e76\u4ee5\u67d0\u79cd\u5f62\u5f0f\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u3002<\/span>\u8fd9\u7ed9\u4e86\u6211\u4eec\u5927\u91cf\u7684\u53cd\u9988\u548c\u673a\u4f1a\u6765\u8fdb\u884c\u4f18\u5316\u3002\u901a\u8fc7\u7b80\u5316API\uff0c\u6216\u6dfb\u52a0\u65b0\u7684API\u4f7f\u5176\u66f4\u5bb9\u6613\u4f7f\u7528\u3002\u8fd8\u63d0\u4f9b\u4e00\u4e9b\u6211\u63d0\u5230\u8fc7\u7684\u751f\u4ea7\u5de5\u5177\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t12.baidu.com\/it\/u=674084729,3658560950&amp;fm=173&amp;s=CE97498295376D9A84543CD0030010B0&amp;w=640&amp;h=351&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">\u53ef\u4ee5\u7528TensorFlow\u505a\u4ec0\u4e48?<\/span><\/span><\/p>\n<p><span class=\"bjh-p\">\u8ba9\u6211\u5c55\u793a\u4e00\u4e9bTensorFlow\u7684\u5e94\u7528\u5b9e\u4f8b\u3002\u56e0\u4e3a\u6709\u5404\u79cd\u5404\u6837\u7684\u95ee\u9898\uff0c\u8fd9\u5f88\u597d\u7684\u5c55\u793a\u5b83\u4f5c\u4e3a\u6846\u67b6\u5177\u6709\u7684\u7075\u6d3b\u6027\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t11.baidu.com\/it\/u=9035302,49544478&amp;fm=173&amp;s=52A70AE2BE741C1F89BB78820300F098&amp;w=640&amp;h=359&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u8c37\u6b4c\u7ffb\u8bd1\u66fe\u7ecf\u4f7f\u7528\u9010\u8bcd\u7ffb\u8bd1\u7684\u6a21\u578b\uff0c\u4e00\u53e5\u53e5\u7684\u77ed\u8bed\uff0c\u5176\u6027\u80fd\u4ec5\u6b64\u800c\u5df2\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5f53\u4e2d\u5177\u6709\u4e0a\u5343\u6761\u7531\u8bed\u8a00\u5b66\u5bb6\u8f93\u5165\u7f16\u5199\u7684\u624b\u8c03\u4ee3\u7801\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u8fd9\u662f\u65e0\u6cd5\u4f53\u4f1a\u4eba\u7c7b\u8bed\u8a00\u7684\u4e2d\u5dee\u522b\u548c\u5dee\u5f02\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u53f3\u4fa7\u662f\u5c06\u4e2d\u6587&#8221;<span class=\"bjh-strong\">\u8bf7\u95ee\uff0c\u6d17\u624b\u95f4\u5728\u54ea\u91cc?<\/span>&#8220;\u7ffb\u8bd1\u4e3a&#8221;<span class=\"bjh-strong\">Where Will the restroom?<\/span>&#8220;\u7684\u4f8b\u5b50\uff0c\u6709\u5f88\u5927\u7684\u6539\u8fdb\u7a7a\u95f4\u3002\u6211\u4eec\u4f7f\u7528\u5168\u65b0\u7684\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u7cfb\u7edf\uff0c\u4ee3\u66ff\u4e86\u4e4b\u524d\u7684\u7cfb\u7edf\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u79f0\u4e3a\u795e\u7ecf\u7f51\u7edc\u673a\u5668\u7ffb\u8bd1\u3002\u8fd9\u662f\u5728TensorFlow\u4e0a\u8fd0\u884c\u7684\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=1198858884,3629236887&amp;fm=173&amp;s=7A46D812D606D70B80E394C8030070BD&amp;w=640&amp;h=357&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u7ed3\u679c\u662f\u5728\u4e00\u4e9b\u60c5\u51b5\u4e0b\uff0c\u8bb8\u591a\u8bed\u8a00\u7ec4\u5408\u7684\u7ffb\u8bd1\u8d28\u91cf\u4e0a\u6709\u663e\u8457\u63d0\u9ad8\uff0c\u8fbe\u5230\u4e8685%\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u539f\u56e0\u5728\u4e8e\u6a21\u578b\u4f1a\u4ece\u6574\u4e2a\u4e00\u7cfb\u5217\u5355\u8bcd\u7684\u89d2\u5ea6\u6765\u8003\u8651\uff0c\u8f93\u5165\u5e8f\u5217\u548c\u8f93\u51fa\u5e8f\u5217\u3002\u7ed3\u679c\u662f\u4f60\u5f97\u5230\u4e86\u66f4\u81ea\u7136\u7684\u8f93\u51fa\uff0c\u66f4\u50cf\u4eba\u5de5\u7ffb\u8bd1\u7684\u6210\u679c\u3002\u4f8b\u5982 \u6b64\u5904&#8221;<span class=\"bjh-strong\">excuse me, where is the toilet?<\/span>\u201d\uff0c\u5c31\u662f\u4e00\u4e2a\u66f4\u597d\u7684\u7ffb\u8bd1\u7ed3\u679c\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u7ee7\u7eed\u8fd9\u4e2a\u7ffb\u8bd1\u7684\u4e3b\u9898\u3002\u6211\u4eec\u5728\u7ffb\u8bd1App\u4e2d\u52a0\u5165<span class=\"bjh-strong\">\u5b9e\u65f6\u76f8\u673a\u7ffb\u8bd1(Word Lens)<\/span>\u3002\u800c\u4e14\u662f\u5728\u624b\u673a\u4e0a\u8fd0\u884c\u7684\uff0c\u80fd\u5728\u98de\u884c\u6a21\u5f0f\u4f7f\u7528\uff0c\u8fd9\u662f\u975e\u5e38\u60ca\u4eba\u7684\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t11.baidu.com\/it\/u=685228186,2313493831&amp;fm=173&amp;s=71D0599AD0377B983028C1CE030070B7&amp;w=640&amp;h=359&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u56e0\u4e3a\u5728\u540c\u6837\u7684\u6a21\u578b\u4e2d\uff0c\u8fd9\u7ed3\u5408\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u7ffb\u8bd1\u3002\u6211\u4eec\u5728TensorFlow\u4e2d\u52a0\u5165\u4e86\u7279\u6027\uff0c\u4f7f\u8fd9\u4e9b\u6210\u4e3a\u53ef\u80fd\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5982\u4eca\u4f60\u53ef\u4ee5\u5728\u4e00\u4e2a\u670d\u52a1\u5668\u7684\u96c6\u7fa4\uff0c\u6216\u4e00\u53f0\u673a\u5668\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002\u4f60\u901a\u5e38\u4f1a\u8fd9\u6837\u505a\uff0c\u7136\u540e\u5bf9\u53d6\u8be5\u6a21\u578b\uff0c\u7f29\u5c0f\u5c3a\u5bf8\u3002\u4ece\u800c\u9002\u5e94\u8bbe\u5907\uff0c\u540c\u65f6\u4fdd\u6301\u9ad8\u8d28\u91cf\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u8c37\u6b4c\u56fe\u7247\u5c31\u662f\u52a0\u5165\u673a\u5668\u5b66\u4e60\u529f\u80fd\u800c\u5927\u4e3a\u63d0\u5347\u7684\u4f8b\u5b50\u3002\u57286\u4e2a\u6708\u65f6\u95f4\u91cc\uff0c\u8be5\u56e2\u961f\u4f7f\u7528\u57fa\u4e8eInception\u7684\u56fe\u8c61\u5206\u7c7b\u7cfb\u7edf\uff0c\u5728\u8c37\u6b4c\u56fe\u7247\u4e2d\u5b9e\u65f6\u4f7f\u7528\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u601d\u8def\u5c31\u662f\u4f60\u901a\u8fc7\u8f93\u5165\u8bcd\u5728\u56fe\u7247\u4e2d\u8fdb\u884c\u641c\u7d22\u3002\u6bd4\u5982\u8f93\u5165&#8221;\u6d77\u6ee9&#8221; \uff0c\u5c31\u4f1a\u5f97\u5230\u6d77\u6ee9\u7684\u56fe\u7247\u3002\u641c\u7d22&#8221;\u96e8\u4f1e&#8221; \uff0c\u5c31\u5f97\u5230\u96e8\u4f1e\u7684\u56fe\u7247\u3002\u6216\u8005\u751a\u81f3\u641c\u7d22\u4e00\u4e2a\u62bd\u8c61\u7684\u8bcd\u5982\u201d\u6674\u5929\u201d\u3002\u800c\u4e14\u4e4b\u524d\u4e0d\u7528\u5728\u4f60\u7684\u56fe\u7247\u4e2d\u6dfb\u52a0\u8fd9\u8fd9\u4e9b\u6807\u7b7e\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t12.baidu.com\/it\/u=195882113,3377196582&amp;fm=173&amp;s=9281C6A6FE661C1FCDBF60030300B0DA&amp;w=640&amp;h=355&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u53e6\u4e00\u4e2a\u4f7f\u7528\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u66f4\u590d\u6742\u56fe\u50cf\u4efb\u52a1\u7684\uff0c\u662f\u6765\u81ea\u8c37\u6b4c\u7814\u7a76\u9662\u7684<span class=\"bjh-strong\">Show and Tell<\/span>\u3002\u8f93\u5165\u56fe\u50cf\uff0c\u5e76\u8f93\u51fa\u6587\u5b57\u8bf4\u660e\u3002\u8fd9\u4e5f\u59cb\u4e8eInception\u6a21\u578b\uff0c\u4f46\u5b83\u4e0d\u53ea\u662f\u5bf9\u51fa\u73b0\u5728\u56fe\u50cf\u4e2d\u7684\u5bf9\u8c61\u8fdb\u884c\u5206\u7c7b\u3002\u8fd8\u4f1a\u5f97\u51fa\u81ea\u7136\u7684\u63cf\u8ff0 \u5e76\u628a\u63e1\u56fe\u50cf\u4e2d\u5bf9\u8c61\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=2157338838,2599710884&amp;fm=173&amp;s=808741B29CB39A88352AB55C030050BA&amp;w=640&amp;h=357&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u4e3a\u4e86\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u6a21\u578b\u5728\u4eba\u5de5\u751f\u6210\u8bf4\u660e\u7684\u4f8b\u5b50\u4e0a\u8fdb\u884c\u8c03\u6574\u3002\u4ece\u800c\u5b83\u4e60\u5f97\u4e86\u5173\u7cfb\u7684\u5185\u5bb9\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5f53\u4e2d\u7684\u526f\u4f5c\u7528\u662f\uff0c\u6a21\u578b\u66f4\u64c5\u957f\u63cf\u8ff0\u56fe\u50cf\u4e2d\u6bd4\u5982\u989c\u8272\u7684\u7ec6\u8282\u3002\u56e0\u4e3a\u5b83\u53d1\u73b0\u5728\u4eba\u7c7b\u66f4\u559c\u6b22\u8fd9\u7c7b\u63cf\u8ff0\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u56e0\u6b64\u8c37\u6b4c\u7814\u7a76\u9662\u5c06\u6574\u4e2a\u6a21\u578b\u5f00\u6e90\u3002\u5728\u535a\u5ba2\u4e0a\u6709\u5173\u4e8e\u8fd9\u65b9\u9762\u5f88\u6df1\u5ea6\u7684\u5e16\u5b50\uff0c\u4f60\u53ef\u4ee5\u6309\u7167\u6587\u7ae0\u94fe\u63a5\u81ea\u5df1\u8bd5\u8bd5\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u53e6\u5916\u8c37\u6b4c\u7814\u7a76\u773c\u5728\u81f4\u529b\u4e8e\u4f7f\u7528\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u5bf9\u7cd6\u5c3f\u75c5\u6027\u89c6\u7f51\u819c\u75c5\u53d8\u7684\u72b6\u51b5\u8fdb\u884c\u8bca\u65ad\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4e00\u822c\u6765\u8bf4\u662f\u4f60\u53bb\u770b\u773c\u79d1\u533b\u751f\uff0c\u901a\u8fc7\u62cd\u8fd9\u6837\u7684\u56fe\u50cf\uff0c\u5206\u6790\u7cd6\u5c3f\u75c5\u89c6\u7f51\u819c\u75c5\u53d8\u7684\u65e9\u671f\u8ff9\u8c61\u3002\u8fd9\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u5982\u679c\u5c3d\u65e9\u53d1\u73b0\u75be\u75c5\uff0c\u80fd\u591f\u66f4\u5bb9\u6613\u6cbb\u7597\u3002\u4f46\u53d1\u5c55\u4e2d\u56fd\u5bb6\u6ca1\u6709\u8db3\u591f\u591a\u7684\u773c\u79d1\u533b\u751f\uff0c\u6240\u4ee5\u5f88\u96be\u53ca\u65f6\u53d1\u73b0\u75c5\u53d8\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=1046404179,1707624802&amp;fm=173&amp;s=CA854982C7D6BF88252C383E03009030&amp;w=640&amp;h=356&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u6211\u4eec\u53d1\u8868\u5728\u300a\u7f8e\u56fd\u533b\u5b66\u4f1a\u671f\u520a\u300b\u4e0a\u53d1\u8868\u4e86\u6587\u7ae0\uff0c\u5f53\u4e2d\u6307\u51fa\u5728\u8bca\u65ad\u8be5\u75c7\u72b6\u65f6\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u80fd\u591f\u8fbe\u5230\u7b49\u540c\u3001\u751a\u81f3\u7565\u4f18\u4e8e\u5e73\u5747\u773c\u79d1\u533b\u751f\u7684\u6c34\u5e73\u3002\u8fd9\u8ba9\u6211\u4eec\u5f88\u5174\u594b\uff0c\u56e0\u4e3a\u5982\u679c\u8ba9\u8be5\u6a21\u578b\u5f97\u5230\u666e\u53ca\uff0c\u5c31\u80fd\u591f\u5e2e\u52a9\u53d1\u73b0\u66f4\u591a\u7c7b\u4f3c\u75c7\u72b6\uff0c\u5728\u4e3a\u65f6\u5df2\u665a\u4e4b\u524d\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u7814\u7a76\u5c0f\u7ec4\u7684\u6700\u540e\u4e00\u4e2a\u95ee\u9898\u662f\uff0c\u8ba9\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u3002\u4ec0\u4e48\u6837\u7684\u7ed3\u6784\u80fd\u591f\u89e3\u51b3\u4e0d\u540c\u7684\u95ee\u9898?\u90a3\u4e48\u6211\u4eec\u80fd\u505a\u7684\u5c31\u662f\uff0c\u4ece\u8868\u73b0\u4e0d\u4f73\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5f00\u59cb\u5b66\u4e60\uff0c\u76f4\u5230\u8fbe\u5230\u4e00\u4e2a\u66f4\u51c6\u786e\u7684\u6a21\u578b\uff0c\u800c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u8fd9\u4e2a\u6a21\u578b\u5efa\u7acb\u4e86\u89e3\u51b3\u95ee\u9898\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u8fd9\u4e9b\u95ee\u9898\u88ab\u79f0\u4e3a\u5b66\u4e60\u4f1a\u5b66\u4e60\u3002\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u4ee4\u4eba\u5174\u594b\u7684\u9886\u57df\uff0c\u672a\u6765\u51e0\u5e74\u4f1a\u5728\u8be5\u9886\u57df\u505a\u51fa\u5f88\u591a\u6210\u679c\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5728\u4f60\u8ba4\u4e3aTensorFlow\u662f\u7528\u4e8e\u957f\u671f\u7814\u7a76\u3001\u6216\u8005\u5927\u9884\u7b97\u7684\u5927\u578b\u5e94\u7528\u7a0b\u5e8f\u65f6\uff0c\u6211\u60f3\u7ed9\u4f60\u770b\u4e00\u4e2a\u79cd\u9ec4\u74dc\u7684\u65e5\u672c\u519c\u6c11\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=522347202,1591982451&amp;fm=173&amp;s=CA874182DE1406CA2C0C380C030050D8&amp;w=640&amp;h=360&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u7167\u7247\u540e\u9762\u4ed6\u7684\u513f\u5b50\uff0c\u4f7f\u7528\u5efa\u4e86\u9ec4\u74dc\u81ea\u52a8\u5206\u7c7b\u5668\uff0c\u4f7f\u7528TensorFlow Arduino Controller\u4ee5\u53caRaspberry Pi\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4ed6\u901a\u8fc7\u5c5e\u4e8e\u4e5d\u4e2a\u7c7b\u522b\u7684\u4e03\u5343\u6839\u9ec4\u74dc\u6837\u672c\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u4e4b\u524d\u6bcf\u6b21\u9ec4\u74dc\u6536\u83b7\u540e\uff0c\u4ed6\u6bcd\u4eb2\u9700\u8981\u752810\u4e2a\u5c0f\u65f6\u8fdb\u884c\u8fd9\u9879\u5206\u7c7b\u5de5\u4f5c\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4ed6\u8bf4&#8221;<span class=\"bjh-strong\">\u6211\u60f3\u628a\u5206\u7c7b\u5de5\u4f5c\u4ea4\u7ed9AI\u6765\u505a\uff0c\u8fd9\u6837\u6211\u4eec\u53ef\u4ee5\u628a\u66f4\u591a\u7cbe\u529b\u653e\u5728\u57f9\u80b2\u597d\u7684\u9ec4\u74dc\u4e0a<\/span>&#8220;\u3002\u5728\u8bad\u7ec3\u5b8c\u6a21\u578b\u540e\uff0c\u4ed6\u7528\u4f20\u9001\u5e26\u5c06\u5176\u4e0e\u63a7\u5236\u5668\u8fde\u63a5\uff0c\u5e76\u5c06\u8bb8\u591a\u6444\u50cf\u5934\u8fde\u63a5\u5230Raspberry Pi\u3002\u5f53\u6bcf\u6761\u9ec4\u74dc\u6cbf\u7740\u4f20\u9001\u5e26\u4f20\u9001\u65f6\uff0c\u5b83\u7684\u5f71\u50cf\u4f1a\u88ab\u6444\u50cf\u5934\u6355\u6349\uff0c\u7136\u540e\u5e76\u88ab\u81ea\u52a8\u5206\u7c7b\u3002\u6211\u8ba4\u4e3a\u8fd9\u662f\u4e00\u4e2a\u5b9e\u9645\u8fd0\u7528\u673a\u5668\u5b66\u4e60\u7684\u51fa\u8272\u4f8b\u5b50\u3002<\/span><\/p>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">TensorFlow\u7684\u6700\u65b0\u8fdb\u5c55<\/span><\/span><\/p>\n<p><span class=\"bjh-p\">\u6211\u8ba4\u4e3a\u81ea\u4eceTensorFlow 1.0\u7248\u672c\u53d1\u5e03\u8d77\uff0c\u5b83\u5c31\u975e\u5e38\u64c5\u957f\u89e3\u51b3\u8fd9\u4e00\u7cfb\u5217\u7c7b\u95ee\u9898\u3002\u4ece\u90a3\u4ee5\u540e\u53c8\u6709\u5f88\u591a\u65b0\u7684\u53d1\u5c55\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u73b0\u5728\u8ba9\u6211\u4ecb\u7ecd\u4e00\u4e0b\u3002\u9996\u5148\u5b83\u53d8\u5f97\u66f4\u5bb9\u6613\u4f7f\u7528\u3002\u5c31\u50cf\u8bf4\u8fc7\u7684\uff0c\u5728\u89e3\u51b3\u7ed9\u51fa\u7684\u5404\u79cd\u95ee\u9898\u65f6\uff0cTensorFlow\u975e\u5e38\u7075\u6d3b\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t11.baidu.com\/it\/u=820360918,2705554255&amp;fm=173&amp;s=08834192CF6512091013CA8C030050AA&amp;w=640&amp;h=358&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u4f46\u5b83\u4f7f\u7528\u8d77\u6765\u5e76\u4e0d\u662f\u6700\u7b80\u5355\u7684\u3002\u5b83\u5728\u5e95\u5c42\u7528\u5206\u5e03\u5f0f\u6267\u884c\u5f15\u64ce\u3002\u8fd9\u4e2a\u8bbe\u5907\u5b9e\u9645\u4e0a\u7528\u4e8e\u6267\u884c\u56fe\u50cf\u5904\u7406\u64cd\u4f5c\uff0c\u5e76\u5728\u5904\u7406\u5668\u4e2d\u5b9e\u73b0\u5bf9\u8be5\u4efb\u52a1\u7684\u5206\u914d\uff0c\u8fd9\u4e2a\u662f\u4e0d\u53d8\u7684\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u6211\u4eec\u57281.0\u7248\u672c\u540e\uff0c\u52a0\u5165\u4e86Layers API\u3002\u5176\u7406\u5ff5\u662f\u4f60\u53ef\u4ee5\u6784\u5efa\u6a21\u578b\uff0c\u800c\u65e0\u9700\u76f4\u63a5\u8fdb\u884c\u56fe\u5f62\u548c\u64cd\u4f5c\u3002\u4f46\u4f60\u4ecd\u7136\u9700\u8981\u5efa\u7acb\u7f51\u7edc\u7ed3\u6784\u548c\u6240\u6709\u7684\u5c42\uff0c\u800c\u4e14\u8fd9\u7c7b\u5de5\u4f5c\u9700\u8981\u624b\u5de5\u5b8c\u6210\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u7136\u540e\u6211\u4eec\u6dfb\u52a0\u4e86Estimators API\uff0c\u80fd\u591f\u66f4\u5148\u8fdb\u5730\u9009\u6a21\u578b \u7ed3\u5408\u8f93\u5165 \u5e76\u8fdb\u884c\u8bad\u7ec3\u548c\u8bc4\u4f30\u3002\u73b0\u5728\u76841.3\u7248\u672c\uff0c\u6211\u4eec\u6dfb\u52a0\u4e86\u53e6\u4e00\u5c42\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3aCanned Estimators\u3002\u53ea\u9700\u4e00\u884c\u4ee3\u7801\u5c31\u80fd\u591f\u521b\u5efa\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u5206\u7c7b\u5668\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4f7f\u7528Estimators API \u4f60\u80fd\u591f\u514d\u8d39\u83b7\u53d6\uff0c\u5982\u5206\u5e03\u5f0f\u8bad\u7ec3\u3001\u81ea\u52a8\u5feb\u7167\u3002\u5e76\u4e14\u80fd\u591f\u8fd0\u884c\u6df7\u5408\u786c\u4ef6\uff0c\u6bd4\u5982CPU\u548cGPU\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u540c\u65f6\u5bf9\u6027\u80fd\u7684\u6539\u8fdb\u80fd\u591f\u5e94\u7528\u4e8e\u4f60\u7684\u6a21\u578b\uff0c\u6211\u4eec\u53d1\u5e03\u4e86\u7528\u4e0d\u540c\u786c\u4ef6\u7ec4\u5408\u5904\u7406\u4e0d\u540c\u7684\u4efb\u52a1\u7684\u57fa\u51c6\u3002\u8fd9\u662f\u5f88\u91cd\u8981\u7684\uff0c\u56e0\u4e3a\u8fd9\u663e\u793a\u4e86\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u6211\u4eec\u5c06\u5982\u4f55\u7ee7\u7eed\u63d0\u9ad8\u6027\u80fd\u3002\u4f46\u540c\u6837\u91cd\u8981\u7684\u662f\uff0c \u8fd9\u8bf4\u660e\u4e86\u9488\u5bf9\u4f60\u7684\u786c\u4ef6\u7ec4\u5408\uff0cTensorFlow\u89e3\u51b3\u95ee\u9898\u7684\u6027\u80fd\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u81f3\u4e8e\u4e0d\u5e38\u89c1\u7684\u914d\u7f6e\uff0c\u8fd9\u4e2a\u4e4b\u524d\u63d0\u5230\u7684\u4e91TPU\u3002\u8fd9\u662f\u7b2c\u4e8c\u4ee3TPU(Tensor Processing Unit)\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u7b2c\u4e00\u4ee3\u6211\u4eec\u53ea\u7528\u4e8e\u52a0\u5feb\u673a\u5668\u5b66\u4e60\u7684\u63a8\u7b97\u90e8\u5206\uff0c\u7b2c\u4e8c\u4ee3\u8fd8\u52a0\u901f\u4e86\u8bad\u7ec3\u90e8\u5206\uff0c\u603b\u7684\u6765\u8bf4\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u8fdb\u6b65\u3002\u56e0\u4e3a\u6bcf\u4e2a\u4e91TPU\u80fd\u591f\u6bcf\u79d2\u80fd\u8ba1\u7b97180\u4e07\u4ebf\u6b21\uff0c\u4f46\u8fd9\u610f\u5473\u7740\u9700\u8981\u6bcf\u6b21\u8fde\u63a564\u4e2aTUP pod\u3002\u4e00\u4e2apod\u662f\u6bcf\u79d2\u80fd\u8ba1\u7b9711.5\u4e07\u4ebf\u6b21\u3002\u8fd9\u662f\u5f88\u5927\u7684\u8fd0\u7b97\u91cf\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4e4b\u524d\u63d0\u5230\u7684\u795e\u7ecf\u7f51\u7edc\u7ffb\u8bd1\u6a21\u578b\uff0c\u9700\u8981\u4e00\u6574\u5929\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u4e14\u662f\u7528\u6211\u4eec\u80fd\u627e\u5230\u768432\u4e2aGPU\u3002\u5982\u4eca\u8fbe\u5230\u540c\u6837\u7684\u6b63\u786e\u7387\uff0c\u4f7f\u75281\/8\u7684TPU\u53ea\u9700\u534a\u5929\u5c31\u53ef\u4ee5\u5b8c\u6210\u8bad\u7ec3\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5728\u4e00\u5e74\u5185\u6211\u4eec\u5c06\u9762\u5411\u5916\u90e8\u7528\u6237\u63d0\u4f9b\u5728\u4e91\u5e73\u53f0\u4f7f\u7528\u4e91TPU\u3002\u4e4b\u540e\u6211\u4f1a\u5206\u4eab\u8fd9\u65b9\u9762\u7684\u4fe1\u606f\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u8fd8\u8981\u786e\u4fdd\u6211\u4eec\u80fd\u591f\u5145\u5206\u5229\u7528\u7528\u4e8e\u5904\u7406\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u7684\u4efb\u4f55\u786c\u4ef6\uff0c\u65e0\u8bba\u662fTPU\u8fd8\u662fGPU\uff0c\u751a\u81f3\u53ea\u662f\u4f60\u7684CPU\u652f\u6301\u7684\u6307\u4ee4\u7b49\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u6211\u4eec\u4e00\u76f4\u4f7f\u7528\u7f16\u8bd1\u5668\uff0c\u5c06\u4e4b\u524d\u63d0\u5230\u7684\u56fe\u76f4\u63a5\u8f6c\u6362\u4e3a\u6c47\u7f16\u7801\uff0c\u79f0\u4e3a\u52a0\u901f\u7ebf\u6027\u4ee3\u6570(accelerated linear algebra)\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5728TPU\u4e0a\u8fd0\u884c\u65f6\u8fd9\u5fc5\u4e0d\u53ef\u5c11\uff0c\u5e76\u4e14\u5728Jet Mode\u4e0b\u4e3aCPU\u548cGPU\u7f16\u5199\u56fe\u3002\u56e0\u6b64\u80fd\u591f\u9009\u62e9\u4f60\u786c\u4ef6\u7684\u5bf9\u5e94\u5185\u6838\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u8fd8\u6709\u7b2c\u4e09\u9002\u5408\u624b\u673a\u7aef\u7684\u6a21\u5f0f\u3002\u4f60\u80fd\u591f\u4e8b\u524d\u7f16\u5199\u6a21\u578b\uff0c\u7136\u540e\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u8fd0\u884c\u9884\u6d4b\u3002\u4f18\u70b9\u662f\u7f16\u5199\u7684\u6a21\u578b\u8981\u5c0f\u5f97\u591a\uff0c\u4f46\u4ecd\u7136\u80fd\u591f\u5728\u7279\u5b9a\u8bbe\u5907\u4e0a\u9ad8\u6548\u8fd0\u884c\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5173\u4e8e\u624b\u673a\u7aef\uff0c\u6700\u540e\u8981\u6ce8\u610f\u7684\u662f\u6211\u4eec\u63a8\u51fa\u4e86TensorFlow Lite\u3002\u4e13\u95e8\u4e3a\u5b89\u5353\u79fb\u52a8\u8bbe\u5907\u63a8\u51fa\u7684\u5168\u65b0runtime\u3002\u539f\u7406\u662f\u5728\u79fb\u52a8\u5e94\u7528\u7a0b\u5e8f\u4e2d\u653e\u5165\u5f88\u8584\u7684\u5f15\u64ce\uff0c\u5b8c\u5168\u652f\u6301\u4f60\u8bbe\u5907\u4e0a\u7684\u786c\u4ef6\uff0c\u7701\u53bb\u4e86\u6240\u6709\u4e0d\u5fc5\u8981\u7684\u901a\u7528\u4ee3\u7801\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t11.baidu.com\/it\/u=2979515389,2831477102&amp;fm=173&amp;s=CA974186D426C50B44EC3058030010B0&amp;w=640&amp;h=350&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u5f53\u4f60\u7ed3\u5408\u8be5\u7f16\u8bd1\u6a21\u578b\u65f6\uff0c\u4f60\u80fd\u591f\u9ad8\u6548\u5b9e\u7528\u786c\u4ef6\uff0c\u4e14\u5185\u5b58\u5360\u7528\u5c0f\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u56e0\u6b64\u4f60\u80fd\u591f\u8fdb\u884c\u4e4b\u524d\u63d0\u5230\u7684\u8bbe\u5907\u4e0a\u7684\u63a8\u65ad\u4efb\u52a1\uff0c\u6216\u8005\u65b0\u51fa\u7684Federated Learning\u3002\u5f53\u4e2d\u4f60\u53ef\u4ee5\u5229\u7528\u5728\u4e91\u7aef\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u4e0e\u6b64\u540c\u65f6\u5728\u4e2a\u4eba\u7684\u8bbe\u5907\u4e2d\u6709\u81ea\u5df1\u7684\u8bad\u7ec3\u6570\u636e\u3002\u8fd9\u4ece\u672a\u88ab\u53d1\u9001\u5230\u4e91\uff0c\u4f46\u662f\u53ef\u4ee5\u5728\u8bbe\u5907\u4e0a\u6574\u5408\u3002<\/span><\/p>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">\u5982\u4f55\u5f00\u59cb\u5b66\u4e60TensorFlow<\/span><\/span><\/p>\n<p><span class=\"bjh-p\">\u5373\u4f7f\u4f60\u6709\u5f88\u591a\u7f16\u7a0b\u7ecf\u9a8c\uff0c\u6211\u8fd8\u662f\u4f1a\u8bf4<span class=\"bjh-strong\">\u8fdb\u5165\u673a\u5668\u5b66\u4e60\u9886\u57df\u662f\u5f88\u96be\u7684\uff0c\u975e\u5e38\u96be<\/span>\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4f7f\u7528TensorFlow\u7684\u597d\u5904\u4e4b\u4e00\u5728\u4e8e\uff0c\u4f60\u5904\u7406\u7684\u5185\u5bb9\u6700\u7ec8\u80fd\u591f\u5b9e\u9645\u751f\u4ea7\u51fa\u6765\u3002\u4e0d\u7ba1\u4f60\u662f\u4ec0\u4e48\u6c34\u5e73\uff0c\u6211\u60f3\u63d0\u4f9b\u4e00\u4e9b\u5f00\u59cb\u8d77\u6b65\u7684\u5efa\u8bae\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u7b2c\u4e00\u4e2a\u5efa\u8bae\u662f\u5229\u7528\u7f51\u7ad9tensorflow.org\u3002\u4e0a\u9762\u6709\u5165\u95e8\u90e8\u5206\uff0c\u9644\u6709\u53ef\u4ee5\u5b9e\u9645\u64cd\u4f5c\u7684\u4ecb\u7ecd\uff0c\u4ee5\u53ca\u4e00\u4e9b\u673a\u5668\u5b66\u4e60\u7684\u4efb\u52a1\u3002\u9ed8\u8ba4\u9700\u8981\u4e00\u4e9bPython\u7684\u77e5\u8bc6\uff0c\u4f46\u4ec5\u6b64\u800c\u5df2\u3002<\/span><\/p>\n<div class=\"img-container\"><img decoding=\"async\" class=\"large\" src=\"http:\/\/t10.baidu.com\/it\/u=3854212935,1402605245&amp;fm=173&amp;s=CA954982C614DD8A866C18D0030050B2&amp;w=640&amp;h=357&amp;img.JPEG\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\">\u4e00\u65e6\u5f00\u59cb\uff0c\u4f60\u53ef\u4ee5\u4e00\u6b65\u6b65\u8ddf\u7740\u6559\u7a0b\u5b66\u4e60\u3002\u8fbe\u5230\u6784\u5efa\u5377\u79ef\u7f51\u7edc\u7b49\u5185\u5bb9\uff0c\u8fd9\u5f88\u9002\u5408\u5904\u7406\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u3002\u800c\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\u9002\u5408\u5904\u7406\u8bed\u8a00\u53ca\u7ffb\u8bd1\u4efb\u52a1\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5728 playground.TensorFlow.org \u4e0a\uff0c\u6709\u5f88\u6709\u8da3\u7684\u4e0d\u540c\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u548c\u53c2\u6570\u7684\u6f14\u793a\u3002\u4f60\u53ef\u4ee5\u8bd5\u7740\u6539\u53d8\u5c42\u6216\u795e\u7ecf\u5143\u7684\u6570\u91cf\uff0c\u6539\u53d8\u7279\u5f81\u3001\u5b66\u4e60\u7387\u7b49\u3002\u901a\u8fc7\u5904\u7406\u7b80\u5355\u5206\u7c7b\u95ee\u9898\uff0c\u4e86\u89e3\u795e\u7ecf\u7f51\u7edc\u7684\u5de5\u4f5c\u539f\u7406\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u4e00\u65e6\u4f60\u51c6\u5907\u597d\u5f00\u59cb\u771f\u6b63\u6784\u5efa\u7528\u4e8e\u751f\u4ea7\u7684\u6a21\u578b\uff0c\u6211\u5efa\u8bae\u4f7f\u7528\u9ad8\u7b49\u7ea7\u7684<span class=\"bjh-strong\">Estimator\uff0c\u4ee5\u53caCanned Estimator API<\/span>\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u56e0\u4e3a\u4f60\u4f1a\u81ea\u52a8\u5730\u83b7\u5f97\uff0c\u6bd4\u5982\u4fdd\u5b58\u548c\u6062\u590dcheckpoint \u5bfc\u51faTensorBoard\uff0c\u4ee5\u53ca\u5206\u5e03\u5f0f\u8bad\u7ec3\uff0c\u4e0d\u9700\u8981\u989d\u5916\u64cd\u4f5c\u3002\u56e0\u6b64\u767e\u5206\u4e4b\u516b\u4e5d\u5341\u7684\u60c5\u51b5\u4e0b\uff0cEstimators\u548cCanned Estimators\u662f\u4e0d\u9519\u7684\u9009\u62e9\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5f53\u7136\u901a\u8fc7\u4f7f\u7528Estimators\uff0c\u53ea\u8981\u4f60\u613f\u610f\uff0c\u4f60\u4e5f\u53ef\u4ee5\u628a\u6a21\u578b\u79fb\u52a8\u5230\u4e91TPU\uff0c\u51e0\u4e4e\u662f\u81ea\u52a8\u7684\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u5728g.co\/tpusignup \u6709\u4e00\u4e2a\u7533\u8bf7\u8868\uff0c\u5982\u679c\u4f60\u60f3\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\u7684\u8bdd\u3002\u5728\u8fd9\u4e9b\u94fe\u63a5\u4e2d\u4e5f\u53ef\u4ee5\u4e86\u89e3\u66f4\u591a\u5173\u4e8eTensorFlow Research Cloud\u7684\u4fe1\u606f\u3002<\/span><\/p>\n<p><span class=\"bjh-p\">\u9762\u5411\u673a\u5668\u5b66\u4e60\u7814\u7a76\u8005\uff0c\u6211\u4eec\u514d\u8d39\u63d0\u4f9b\u4e86\u4e0a\u5343\u4e2a\u4e91TPU\u3002\u56e0\u4e3a\u6709\u8bb8\u591a\u4eba\u6709\u597d\u7684\u60f3\u6cd5\uff0c\u4f46\u7f3a\u4e4f\u5408\u9002\u786c\u4ef6\u8fdb\u884c\u5148\u8fdb\u7814\u7a76\u3002\u5982\u679c\u4f60\u60f3\u7533\u8bf7\u7684\u8bdd\uff0c\u53ef\u4ee5\u770b\u770b\u8fd9\u4e9b\u94fe\u63a5\u3002<\/span><\/p>\n<p><span 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src=\"http:\/\/t12.baidu.com\/it\/u=1951447046,3008997307&amp;fm=173&amp;s=5EBAA7458632779CC3A880A80300A0A3&amp;w=337&amp;h=337&amp;img.JPEG\" width=\"337px\" data-loadfunc=\"0\" data-loaded=\"0\" \/><\/div>\n<p><span class=\"bjh-p\"><span class=\"bjh-strong\">\u52a0\u5165\u6570\u636e\u4fa0<\/span><\/span><\/p>\n<p><span class=\"bjh-p\">\u201c\u6570\u636e\u4fa0\u8ba1\u5212\u201d\u662f\u7531\u7b2c\u4e00\u8d22\u7ecf\u65d7\u4e0bDT\u8d22\u7ecf\u53d1\u8d77\u7684\u6570\u636e\u793e\u7fa4\uff0c\u5305\u542b\u6570\u636e\u4fa0\u4e13\u680f\u3001\u6570\u636e\u4fa0\u5b9e\u9a8c\u5ba4\u7cfb\u5217\u6d3b\u52a8\u548c\u6570\u636e\u4fa0\u8054\u76df\uff0c\u65e8\u5728\u805a\u96c6\u5927\u6570\u636e\u9886\u57df\u7cbe\u82f1\uff0c\u5171\u540c\u6316\u6398\u6570\u636e\u4ef7\u503c\u3002\u4e86\u89e3\u6570\u636e\u4fa0\u8ba1\u5212\u8be6\u60c5\u8bf7\u56de\u590d\u201c<span 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