{"id":1781,"date":"2020-02-22T11:58:23","date_gmt":"2020-02-22T03:58:23","guid":{"rendered":"https:\/\/many.onlineablog.com\/bookshop\/2020\/02\/22\/0010847908\/"},"modified":"2020-02-22T11:58:23","modified_gmt":"2020-02-22T03:58:23","slug":"0010847908","status":"publish","type":"post","link":"https:\/\/many.onlineablog.com\/bookshop\/2020\/02\/22\/0010847908\/","title":{"rendered":"\u535a\u5ba2\u4f86\u597d\u66f8\u66a2\u92b7\u699c\u4ecb\u7d39-tf.keras \u6280\u8853\u8005\u5011\u5fc5\u8b80\uff01\u6df1\u5ea6\u5b78\u7fd2\u653b\u7565\u624b\u518a\u7db2\u8def\u54ea\u88e1\u8cb7"},"content":{"rendered":"

\u82f1\u6587\u5927\u5e2b \u795e\u7d1a\u4ee3\u8868\u4f5c\u63a8\u85a6:<\/p>\n

\"\"<\/a><\/p>\n

\u4f60\u5728\u627e\u535a\u5ba2\u4f86-tf.keras \u6280\u8853\u8005\u5011\u5fc5\u8b80\uff01\u6df1\u5ea6\u5b78\u7fd2\u653b\u7565\u624b\u518a\u54ea\u88e1\u8cb7\u55ce?
\n\u535a\u5ba2\u4f86-tf.keras \u6280\u8853\u8005\u5011\u5fc5\u8b80\uff01\u6df1\u5ea6\u5b78\u7fd2\u653b\u7565\u624b\u518a\u8a02\u8cfc\u7db2\u5740<\/b>: https:\/\/www.books.com.tw\/exep\/assp.php\/87926\/products\/0010847908?utm_source=87926&utm_medium=ap-books&utm_content=recommend&utm_campaign=ap-202002<\/a>
\n<\u9ede\u64ca\u9019\u88e1\u5feb\u901f\u524d\u5f80\u8cfc\u8cb7><\/span><\/strong><\/span><\/a>
\n\u60f3\u8981\u8cfc\u8cb7\u53ef\u4ee5\u9ede\u64ca\u4e0b\u9762\u6587\u5b57\u6216\u662f\u5716\u7247\u9032\u884c\u8cfc\u8cb7\u5594!
\n\"\"<\/a>
\n\u4e0b\u9762\u662f\u535a\u5ba2\u4f86\u7db2\u7ad9!\u8a02\u8cfc\u5feb\u901f\u5b89\u5168\u53c8\u65b9\u4fbf\u5594!
\n <\/a>
\n\u535a\u5ba2\u4f86\u8a02\u8cfc\u7db2\u5740<\/b>: https:\/\/www.books.com.tw\/exep\/assp.php\/87926\/products\/0010847908?utm_source=87926&utm_medium=ap-books&utm_content=recommend&utm_campaign=ap-202002<\/a>
\n\u2192\u2192\u2192\u2192\u66f4\u591a\u8a73\u7d30”tf.keras \u6280\u8853\u8005\u5011\u5fc5\u8b80\uff01\u6df1\u5ea6\u5b78\u7fd2\u653b\u7565\u624b\u518a”\u4ecb\u7d39\u8acb\u9ede\u6211<\/span><\/a>
\n<\/a>
\n <\/a>
\n\u535a\u5ba2\u4f86-tf.keras \u6280\u8853\u8005\u5011\u5fc5\u8b80\uff01\u6df1\u5ea6\u5b78\u7fd2\u653b\u7565\u624b\u518a\u8a02\u8cfc\u7db2\u5740<\/b>: https:\/\/www.books.com.tw\/exep\/assp.php\/87926\/products\/0010847908?utm_source=87926&utm_medium=ap-books&utm_content=recommend&utm_campaign=ap-202002<\/a>
\n\u5546\u54c1\u8aaa\u660e<\/b>: tf.keras \u6280\u8853\u8005\u5011\u5fc5\u8b80\uff01\u6df1\u5ea6\u5b78\u7fd2\u653b\u7565\u624b\u518a
\n\u5546\u54c1\u63cf\u8ff0<\/b>: \u66f8\u540d\uff1atf.keras \u6280\u8853\u8005\u5011\u5fc5\u8b80\uff01\u6df1\u5ea6\u5b78\u7fd2\u653b\u7565\u624b\u518a\uff0c\u8a9e\u8a00\uff1a\u7e41\u9ad4\u4e2d\u6587\uff0cISBN\uff1a9789863126034\uff0c\u9801\u6578\uff1a640\uff0c\u51fa\u7248\u793e\uff1a\u65d7\u6a19\uff0c\u4f5c\u8005\uff1a\u65bd\u5a01\u9298\u7814\u7a76\u5ba4\uff0c\u51fa\u7248\u65e5\u671f\uff1a2020\/02\/18\uff0c\u985e\u5225\uff1a\u96fb\u8166\u8cc7\u8a0a
\n\u5546\u54c1\u7c21\u4ecb<\/b>:<\/p>\n

\u3000\u3000\u525b\u63a5\u89f8 Deep learning \u6df1\u5ea6\u5b78\u7fd2, \u5927\u5bb6\u90fd\u8aaa Keras \u5be6\u4f5c\u6700\u7c21\u55ae\u3001\u6700\u591a\u4eba\u7528, \u5404\u7a2e\u53c3\u8003\u8cc7\u6e90\u4e5f\u5f88\u8c50\u5bcc, \u4f46\u5be6\u969b\u5b78\u7fd2 Keras \u537b\u4e00\u76f4\u5361\u95dc…<\/strong><\/div>\n
\u00a0<\/div>\n
\u3000\u3000\uff0e\u5b98\u65b9\u7db2\u7ad9\u8cc7\u6e90\u8c50\u5bcc, \u4f46\u4e0d\u77e5\u5f9e\u4f55\u67e5\u8d77\uff1f\u4e00\u5927\u5806\u53c3\u6578\u8aaa\u660e\u593e\u96dc\u5404\u7a2e\u5c08\u6709\u540d\u8a5e, \u6709\u770b\u6c92\u6709\u61c2\uff1f<\/div>\n
\u3000\u3000\uff0e\u8ddf\u8457\u66f8\u4e0a\u6216\u7db2\u8def\u4e0a\u7684\u7bc4\u4f8b\u5be6\u4f5c\u90fd\u505a\u5f97\u51fa\u4f86, \u4e0d\u904e\u537b\u4e0d\u77e5\u9053\u70ba\u4ec0\u9ebc\u8981\u9019\u9ebc\u505a\uff1f<\/div>\n
\u3000\u3000\uff0e\u7528\u7d93\u5178 MNIST \u8cc7\u6599\u96c6\u8fa8\u8b58\u624b\u5beb\u6578\u5b57, \u6e96\u78ba\u7387\u90fd 97 \u8db4\u4ee5\u4e0a, \u63db\u6210\u81ea\u5df1\u5beb\u7684\u6578\u5b57\u5c31\u6389\u5230 5\u300160 \u8db4\uff1f<\/div>\n
\u3000\u3000\uff0e\u795e\u7d93\u7db2\u8def\u7684\u7a0b\u5f0f\u5e38\u51fa\u73fe NumPy \u7684\u9663\u5217\u904b\u7b97, \u9084\u6709\u4ec0\u9ebc\u77e9\u9663\u9ede\u7a4d\u3001\u8f49\u7f6e\u3001\u9663\u5217\u64f4\u5f35, \u641e\u4e0d\u61c2\u662f\u600e\u9ebc\u7b97\u51fa\u4f86\u7684\uff1f<\/div>\n
\u3000\u3000\uff0e\u640d\u5931\u51fd\u6578\u3001\u512a\u5316\u5668\u3001\u8a55\u91cf\u6e96\u5247(metrics)\u7684\u7a2e\u985e\u90a3\u9ebc\u591a, \u5728\u5be6\u4f5c\u5404\u7a2e\u795e\u7d93\u7db2\u8def\u6642, \u5230\u5e95\u8a72\u5982\u4f55\u9078\u64c7\u548c\u642d\u914d\u5462\uff1f<\/div>\n
\u3000\u3000\uff0e\u6587\u5b57\u8cc7\u6599\u7684\u8655\u7406\u90fd\u53ea\u7528\u82f1\u6587\u8cc7\u6599\u96c6\u4f86\u8a13\u7df4, \u4e2d\u6587\u8cc7\u6599\u53c8\u8a72\u600e\u9ebc\u8a13\u7df4\u54a7\uff1f<\/div>\n
\u3000\u3000\uff0e\u807d\u8aaa Colab \u96f2\u7aef\u958b\u767c\u74b0\u5883\u5f88\u597d\u7528, \u4f46\u8cc7\u6599\u6a94\u3001\u5716\u6a94\u3001\u6a21\u7d44\u7b49\u8981\u5982\u4f55\u4e0a\u50b3\u5462?\u53ef\u4ee5\u9023\u7d50\u5230\u6211\u7684\u96f2\u7aef\u786c\u789f\u55ce\uff1f<\/div>\n
\u3000\u3000\uff0e\u2026<\/div>\n
\u00a0<\/div>\n
\u3000\u3000Deep learning \u6df1\u5ea6\u5b78\u7fd2\u6d89\u53ca\u7684\u77e5\u8b58\u9762\u5411\u5ee3\u6cdb, \u8981\u6709\u6578\u5b78\u57fa\u790e\u3001\u7d71\u8a08\u6982\u5ff5, \u9084\u8981\u6709\u8cc7\u6599\u8655\u7406\u7684\u57fa\u672c\u89c0\u5ff5, \u6700\u91cd\u8981\u662f\u8981\u5177\u5099\u4e00\u5b9a\u7a0b\u5ea6\u7684 Python \u529f\u529b, \u624d\u6709\u80fd\u529b\u8ddf\u8457\u5be6\u4f5c\u3002\u5982\u679c\u4e0d\u662f\u5728\u9019\u500b\u9818\u57df\u6253\u6efe\u597d\u5e7e\u5e74\u7684\u8001\u624b, \u5927\u6982\u5f88\u96e3\u9762\u9762\u4ff1\u5230\u3002\u52a0\u4e0a\u795e\u7d93\u7db2\u8def\u7684\u5167\u90e8\u7d50\u69cb\u662f\u8d85\u4e4e\u60f3\u50cf\u7684\u8907\u96dc, \u7384\u4e4b\u53c8\u7384\u7684\u8f38\u51fa\u7d50\u679c, \u8b93\u8a31\u591a\u4eba\u628a\u6df1\u5ea6\u5b78\u7fd2\u7576\u4f5c\u53c3\u4e0d\u900f\u7684\u9ed1\u76d2\u5b50\u6216\u7149\u91d1\u8853, \u53cd\u6b63\u8ddf\u8457\u9ad8\u624b\u3001\u795e\u4eba\u5957\u7528\u73fe\u6210\u7684\u6a21\u578b\u67b6\u69cb\u4f86\u8a13\u7df4\u5c31\u5c0d\u4e86\u3002<\/div>\n
\u00a0<\/div>\n
\u3000\u3000\u4e8b\u5be6\u4e0a, AI \u4e0d\u50c5\u662f\u5de5\u7a0b\u8a2d\u8a08, \u66f4\u662f\u5be6\u8b49\u79d1\u5b78, \u5fc5\u9808\u591a\u65b9\u56b4\u8b39\u7684\u6e2c\u8a66\u8207\u5370\u8b49, \u624d\u80fd\u6253\u597d\u57fa\u790e\uff01\u5343\u842c\u4e0d\u8981\u4e0b\u8f09\u4e00\u500b\u6a21\u578b\u3001\u8dd1\u8dd1\u6e2c\u8a66\u96c6\u5c31\u8a8d\u70ba\u5b78\u6703 AI \u4e86\u2026\u3002\u800c\u672c\u66f8\u7684\u4f7f\u547d, \u5c31\u662f\u8981\u70ba\u60a8\u63ed\u958b\u6df1\u5ea6\u5b78\u7fd2\u7684\u9ed1\u76d2\u5b50, \u7528\u8ffd\u6839\u7a76\u5e95\u7684\u5be6\u9a57\u7cbe\u795e, \u5e36\u60a8\u624e\u5be6\u5b78\u6703 Keras \u4e26\u5efa\u7acb\u5404\u7a2e\u5be6\u7528\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b, \u5225\u4eba\u8aaa\u4e0d\u6e05\u695a\u7684\u4e8b, \u5c31\u7531\u6211\u5011\u4f86\u5e6b\u60a8\u9010\u4e00\u89e3\u60d1, \u4e26\u5e36\u60a8\u9806\u5229\u5730\u5b78\u6703\u3001\u5b78\u901a Keras \u53ca\u6df1\u5ea6\u5b78\u7fd2\uff01\u00a0<\/div>\n
\u00a0<\/div>\n
\u672c\u66f8\u7279\u8272<\/strong><\/div>\n
\u00a0<\/div>\n
\u3000\u3000\u53f0\u7063\u4eba\u5de5\u667a\u6167\u5b78\u6821\u00a0<\/div>\n
\u3000\u3000———————————<\/div>\n
\u3000\u3000\u6280\u8853\u767c\u5c55\u8655\u8655\u9577 \u5f35\u5609\u54f2 \u5be9\u95b1<\/div>\n
\u3000\u3000\u5c08\u6848\u8655\u8655\u9577 \u8521\u6e90\u9d3b \u5be9\u95b1<\/div>\n
\u00a0<\/div>\n
\u3000\u3000\u25cb \u89e3\u958b\u9ed1\u76d2\u5b50 \u2013 \u9ad8\u6548\u5b78\u7fd2 DNN\u3001CNN\u3001RNN \u7b49\u795e\u7d93\u7db2\u8def\u6a21\u578b<\/div>\n
\u3000\u3000\u25cb \u767c\u63ee\u8ffd\u6839\u7a76\u67e2\u7684\u5be6\u9a57\u7cbe\u795e, \u6e2c\u8a66\u5404\u7a2e\u795e\u7d93\u7db2\u8def\u6a21\u578b\u300c\u914d\u65b9\u300d<\/div>\n
\u3000\u3000\u25cb \u96a8\u6642\u5e6b\u4f60\u8907\u7fd2\u9032\u968e\u7684 Python \u7a0b\u5f0f\u8a9e\u6cd5\u53ca\u51fd\u5f0f\u7528\u6cd5, \u5b78\u7fd2\u4e0d\u5361\u95dc\uff01<\/div>\n
\u3000\u3000\u25cb \u5b8c\u6574\u4ecb\u7d39\u6587\u5b57\u3001\u5716\u7247\u3001\u6642\u5e8f\u8cc7\u6599\u7684\u9810\u8655\u7406\u6280\u5de7<\/div>\n
\u3000\u3000\u25cb \u51fd\u6578\u5f0f API (functional API) \u7684\u5efa\u6a21\u624b\u6cd5\u8207\u5be6\u4f8b\u5370\u8b49<\/div>\n
\u3000\u3000\u25cb \u4e2d\u6587\u8a5e\u5411\u91cf\u3001\u9077\u79fb\u5f0f\u5b78\u7fd2\u3001Callback\u3001Tensorboard<\/div>\n
\u3000\u3000\u25cb LeNet\u3001AlexNet\u3001VGG\u3001GoogLeNet\u3001ResNet\u3001DenseNet.. \u7b49 CNN \u7d93\u5178\u6a21\u578b\u7684\u9032\u5316\u79d8\u65b9<\/div>\n
\u3000\u3000\u25cb \u5728\u96f2\u7aef\u9ad8\u901f\u8a13\u7df4\u6a21\u578b – \u5584\u7528 Google \u514d\u8cbb\u7684 Colab \u96f2\u7aef\u958b\u767c\u74b0\u5883<\/div>\n
\u00a0<\/div>\n
\u3000\u3000Keras \u662f\u76ee\u524d\u6df1\u5ea6\u5b78\u7fd2\u9818\u57df\u4e2d, \u6700\u5bb9\u6613\u4f7f\u7528\u4e14\u529f\u80fd\u5f37\u5927\u7684\u795e\u7d93\u7db2\u8def\u958b\u767c\u5de5\u5177, Tensorflow \u5df2\u5c07\u4e4b\u6536\u9304\u5230\u81ea\u5df1\u7684\u5957\u4ef6\u4e2d, \u4e26\u547d\u540d\u70ba tf.keras\u3002\u672c\u66f8\u540c\u6642\u9069\u7528\u65bc\u6700\u65b0\u7684 tf.keras \u53ca Keras\u3002\u00a0<\/div>\n

\n tf.keras \u6280\u8853\u8005\u5011\u5fc5\u8b80\uff01\u6df1\u5ea6\u5b78\u7fd2\u653b\u7565\u624b\u518a<\/a>
\n\u5546\u54c1\u7db2\u5740<\/b>: https:\/\/www.books.com.tw\/exep\/assp.php\/87926\/products\/0010847908?utm_source=87926&utm_medium=ap-books&utm_content=recommend&utm_campaign=ap-202002<\/a><\/p>\n

\u66f4\u591a\u76f8\u95dc\u5546\u54c1\u4ecb\u7d39:
\n1.<\/em>\"Python\u6a5f\u5668\u5b78\u7fd2\u8207\u6df1\u5ea6\u5b78\u7fd2\u7279\u8a13\u73ed\uff1a\u770b\u5f97\u61c2\u4e5f\u6703\u505a\u7684AI\u4eba\u5de5\u667a\u6167\u5be6\u6230(\u9644120\u5206\u9418\u5f71\u97f3\u6559\u5b78\/\u7bc4\u4f8b\u7a0b\u5f0f)\"<\/a>
\nPython\u6a5f\u5668\u5b78\u7fd2\u8207\u6df1\u5ea6\u5b78\u7fd2\u7279\u8a13\u73ed\uff1a\u770b\u5f97\u61c2\u4e5f\u6703\u505a\u7684AI\u4eba\u5de5\u667a\u6167\u5be6\u6230(\u9644120\u5206\u9418\u5f71\u97f3\u6559\u5b78\/\u7bc4\u4f8b\u7a0b\u5f0f)<\/a>
\n2.<\/em>
\nPython\u5927\u6578\u64da\u7279\u8a13\u73ed\uff1a\u8cc7\u6599\u81ea\u52d5\u5316\u6536\u96c6\u3001\u6574\u7406\u3001\u5206\u6790\u3001\u5132\u5b58\u8207\u61c9\u7528\u5be6\u6230(\u9644\u8fd1300\u5206\u9418\u5f71\u97f3\u6559\u5b78\uff0f\u7bc4\u4f8b\u7a0b\u5f0f)<\/a>
\n3.<\/em>
\nDeep learning \u6df1\u5ea6\u5b78\u7fd2\u5fc5\u8b80\uff1aKeras \u5927\u795e\u5e36\u4f60\u7528 Python \u5be6\u4f5c<\/a>
\n4.<\/em>
\n\u8f15\u9b06\u5b78\u6703Google TensorFlow 2.0\u4eba\u5de5\u667a\u6167\u6df1\u5ea6\u5b78\u7fd2\u5be6\u4f5c\u958b\u767c\uff08\u7b2c\u4e8c\u7248\uff09<\/a>
\n5.<\/em>
\n\u70ba\u4f60\u81ea\u5df1\u5b78Git<\/a><\/p>\n

1.<\/em>
\n\"\u6a5f\u5668\u5b78\u7fd2\u7684\u6578\u5b78\u57fa\u790e<\/a>
\n\u6a5f\u5668\u5b78\u7fd2\u7684\u6578\u5b78\u57fa\u790e : AI\u3001\u6df1\u5ea6\u5b78\u7fd2\u6253\u5e95\u5fc5\u8b80<\/a>
\n2.<\/em>
\n\"\u8f15\u9b06\u5b78\u6703Google<\/a>
\n\u8f15\u9b06\u5b78\u6703Google TensorFlow 2.0\u4eba\u5de5\u667a\u6167\u6df1\u5ea6\u5b78\u7fd2\u5be6\u4f5c\u958b\u767c\uff08\u7b2c\u4e8c\u7248\uff09<\/a>
\n3.<\/em>
\n\"NumPy<\/a>
\nNumPy \u9ad8\u901f\u904b\u7b97\u5fb9\u5e95\u89e3\u8aaa\uff1a\u516d\u884c\u5beb\u4e00\u96bb\u7a0b\u5f0f\uff1f\u4f60\u771f\u61c2\u6df1\u5ea6\u5b78\u7fd2\uff1f\u624b\u5de5\u7b97\u7d66\u4f60\u770b\uff01<\/a>
\n4.<\/em>
\n\"\u6975\u8a73\u7d30+\u8d85\u6df1\u5165\uff1a\u6700\u65b0\u7248TensorFlow<\/a>
\n\u6975\u8a73\u7d30+\u8d85\u6df1\u5165\uff1a\u6700\u65b0\u7248TensorFlow 1.x\/2.x\u5b8c\u6574\u5de5\u7a0b\u5be6\u4f5c<\/a>
\n5.<\/em>
\n\"Deep<\/a>
\nDeep learning \u6df1\u5ea6\u5b78\u7fd2\u5fc5\u8b80\uff1aKeras \u5927\u795e\u5e36\u4f60\u7528 Python \u5be6\u4f5c<\/a><\/p>\n

<\/a>
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\u82f1\u6587\u5927\u5e2b \u795e\u7d1a\u4ee3\u8868\u4f5c\u63a8\u85a6: \u4f60\u5728\u627e\u535a\u5ba2\u4f86-tf.keras \u6280\u8853\u8005\u5011\u5fc5\u8b80\uff01\u6df1\u5ea6\u5b78\u7fd2\u653b\u7565\u624b\u518a\u54ea\u88e1\u8cb7\u55ce? \u535a\u5ba2\u4f86- […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[947],"tags":[950,949,951,948],"class_list":["post-1781","post","type-post","status-publish","format-standard","hentry","category-947","tag-950","tag-949","tag-951","tag-948"],"_links":{"self":[{"href":"https:\/\/many.onlineablog.com\/bookshop\/wp-json\/wp\/v2\/posts\/1781"}],"collection":[{"href":"https:\/\/many.onlineablog.com\/bookshop\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/many.onlineablog.com\/bookshop\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/many.onlineablog.com\/bookshop\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/many.onlineablog.com\/bookshop\/wp-json\/wp\/v2\/comments?post=1781"}],"version-history":[{"count":0,"href":"https:\/\/many.onlineablog.com\/bookshop\/wp-json\/wp\/v2\/posts\/1781\/revisions"}],"wp:attachment":[{"href":"https:\/\/many.onlineablog.com\/bookshop\/wp-json\/wp\/v2\/media?parent=1781"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/many.onlineablog.com\/bookshop\/wp-json\/wp\/v2\/categories?post=1781"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/many.onlineablog.com\/bookshop\/wp-json\/wp\/v2\/tags?post=1781"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}