{"id":930682,"date":"2024-12-26T17:21:50","date_gmt":"2024-12-26T09:21:50","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/930682.html"},"modified":"2024-12-26T17:21:52","modified_gmt":"2024-12-26T09:21:52","slug":"python%e5%a6%82%e4%bd%95%e8%a3%85keras","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/930682.html","title":{"rendered":"python\u5982\u4f55\u88c5keras"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25065314\/2b9882ee-ee99-43f3-aa25-2e792653ece2.webp\" alt=\"python\u5982\u4f55\u88c5keras\" \/><\/p>\n<p><p> <strong>\u8981\u5728Python\u4e2d\u5b89\u88c5Keras\uff0c\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528Python\u5305\u7ba1\u7406\u5de5\u5177pip\u8fdb\u884c\u5b89\u88c5\u3001\u786e\u4fdd\u5df2\u5b89\u88c5TensorFlow\u3001\u4f7f\u7528Anaconda\u8fdb\u884c\u5b89\u88c5\u3002<\/strong> Keras\u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa\u548c\u8bad\u7ec3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u9ad8\u7ea7API\u3002\u4ee5\u4e0b\u662f\u5173\u4e8e\u5982\u4f55\u5b89\u88c5Keras\u7684\u8be6\u7ec6\u6b65\u9aa4\u548c\u6ce8\u610f\u4e8b\u9879\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001\u4f7f\u7528PIP\u5b89\u88c5KERAS<\/p>\n<\/p>\n<p><p>Keras\u901a\u5e38\u4e0eTensorFlow\u7d27\u5bc6\u96c6\u6210\uff0c\u56e0\u4e3a\u81ea2017\u5e74\u8d77\uff0cKeras\u6b63\u5f0f\u6210\u4e3aTensorFlow\u5e93\u7684\u4e00\u90e8\u5206\u3002\u8981\u901a\u8fc7pip\u5b89\u88c5Keras\uff0c\u9996\u5148\u9700\u8981\u786e\u4fdd\u5b89\u88c5\u4e86TensorFlow\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u5b89\u88c5TensorFlow<\/strong><br \/>\u9996\u5148\uff0c\u786e\u4fdd\u4f60\u7684Python\u73af\u5883\u4e2d\u5df2\u5b89\u88c5TensorFlow\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install tensorflow<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>TensorFlow\u63d0\u4f9b\u4e86\u591a\u79cd\u7248\u672c\uff0c\u6bd4\u5982CPU\u7248\u548cGPU\u7248\u3002\u6839\u636e\u4f60\u7684\u786c\u4ef6\u60c5\u51b5\uff0c\u9009\u62e9\u9002\u5408\u7684\u7248\u672c\u3002GPU\u7248\u7684TensorFlow\u6027\u80fd\u66f4\u597d\uff0c\u4f46\u9700\u8981\u914d\u7f6eCUDA\u548ccuDNN\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5b89\u88c5Keras<\/strong><br \/>\u5b89\u88c5TensorFlow\u540e\uff0c\u53ef\u4ee5\u76f4\u63a5\u5b89\u88c5Keras\u3002\u56e0\u4e3aKeras\u662fTensorFlow\u4e2d\u7684\u4e00\u4e2a\u6a21\u5757\uff0c\u5b89\u88c5TensorFlow\u65f6\u5df2\u7ecf\u5305\u62ec\u4e86Keras\uff0c\u4f46\u4f60\u4e5f\u53ef\u4ee5\u5355\u72ec\u5b89\u88c5Keras\u5e93\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install keras<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><br \/>\u5b89\u88c5\u5b8c\u6bd5\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7Python\u547d\u4ee4\u884c\u9a8c\u8bc1\u662f\u5426\u5b89\u88c5\u6210\u529f\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import keras<\/p>\n<p>print(keras.__version__)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5982\u679c\u6ca1\u6709\u62a5\u9519\u4e14\u8f93\u51fa\u7248\u672c\u53f7\uff0c\u8bf4\u660eKeras\u5df2\u6210\u529f\u5b89\u88c5\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e8c\u3001\u786e\u4fdd\u5df2\u5b89\u88c5TENSORFLOW<\/p>\n<\/p>\n<p><p>Keras\u4f9d\u8d56\u4e8eTensorFlow\u4f5c\u4e3a\u540e\u7aef\u5f15\u64ce\uff0c\u56e0\u6b64\u5b89\u88c5TensorFlow\u662f\u4f7f\u7528Keras\u7684\u524d\u63d0\u6761\u4ef6\u3002\u4ee5\u4e0b\u662f\u786e\u4fddTensorFlow\u6b63\u786e\u5b89\u88c5\u7684\u4e00\u4e9b\u6ce8\u610f\u4e8b\u9879\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u9009\u62e9\u5408\u9002\u7684\u7248\u672c<\/strong><br \/>TensorFlow\u548cKeras\u6709\u591a\u4e2a\u7248\u672c\uff0c\u6bcf\u4e2a\u7248\u672c\u53ef\u80fd\u5bf9Python\u7248\u672c\u3001\u7cfb\u7edf\u8981\u6c42\u7b49\u6709\u4e0d\u540c\u7684\u8981\u6c42\u3002\u5efa\u8bae\u5728\u5b89\u88c5\u4e4b\u524d\u67e5\u9605TensorFlow\u5b98\u7f51\uff0c\u786e\u8ba4\u6240\u9700\u7248\u672c\u7684\u517c\u5bb9\u6027\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5b89\u88c5GPU\u652f\u6301\u7684TensorFlow<\/strong><br \/>\u5982\u679c\u4f60\u7684\u673a\u5668\u6709NVIDIA GPU\uff0c\u5efa\u8bae\u5b89\u88c5\u652f\u6301GPU\u7684TensorFlow\u7248\u672c\u3002\u8fd9\u6837\u53ef\u4ee5\u5927\u5e45\u63d0\u9ad8\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u7684\u901f\u5ea6\u3002\u9700\u8981\u63d0\u524d\u5b89\u88c5CUDA Toolkit\u548ccuDNN\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u66f4\u65b0pip<\/strong><br \/>\u5728\u5b89\u88c5TensorFlow\u524d\uff0c\u5efa\u8bae\u5148\u66f4\u65b0pip\uff0c\u4ee5\u514d\u56e0\u4e3a\u7248\u672c\u8fc7\u65e7\u5bfc\u81f4\u5b89\u88c5\u5931\u8d25\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install --upgrade pip<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e09\u3001\u4f7f\u7528ANACONDA\u5b89\u88c5KERAS<\/p>\n<\/p>\n<p><p>Anaconda\u662f\u4e00\u79cd\u5e38\u7528\u7684Python\u53d1\u884c\u7248\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u7b80\u5316\u5305\u7ba1\u7406\u548c\u90e8\u7f72\u7684\u9014\u5f84\u3002\u4f7f\u7528Anaconda\u5b89\u88c5Keras\u548cTensorFlow\u975e\u5e38\u65b9\u4fbf\uff0c\u5c24\u5176\u662f\u5728\u914d\u7f6e\u865a\u62df\u73af\u5883\u65f6\u3002\u4ee5\u4e0b\u662f\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong><br \/>\u9996\u5148\uff0c\u4f7f\u7528Anaconda\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u865a\u62df\u73af\u5883\u3002\u8fd9\u6709\u52a9\u4e8e\u7ba1\u7406\u4f9d\u8d56\u5173\u7cfb\u5e76\u907f\u514d\u4e0e\u5176\u4ed6\u9879\u76ee\u51b2\u7a81\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">conda create --name myenv python=3.8<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u66ff\u6362<code>myenv<\/code>\u4e3a\u4f60\u7684\u73af\u5883\u540d\u79f0\uff0cPython\u7248\u672c\u6839\u636e\u9700\u8981\u9009\u62e9\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/strong><br \/>\u521b\u5efa\u73af\u5883\u540e\uff0c\u6fc0\u6d3b\u5b83\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">conda activate myenv<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5b89\u88c5TensorFlow\u548cKeras<\/strong><br \/>\u5728\u6fc0\u6d3b\u7684\u865a\u62df\u73af\u5883\u4e2d\uff0c\u5b89\u88c5TensorFlow\u548cKeras\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">conda install tensorflow<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u7531\u4e8eTensorFlow\u5df2\u7ecf\u5305\u542bKeras\uff0c\u6240\u4ee5\u4e0d\u9700\u8981\u5355\u72ec\u5b89\u88c5Keras\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><br \/>\u548c\u4e4b\u524d\u4e00\u6837\uff0c\u53ef\u4ee5\u901a\u8fc7Python\u547d\u4ee4\u884c\u9a8c\u8bc1\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import keras<\/p>\n<p>print(keras.__version__)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u56db\u3001\u5e38\u89c1\u5b89\u88c5\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6848<\/p>\n<\/p>\n<p><p>\u5728\u5b89\u88c5Keras\u548cTensorFlow\u65f6\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u5404\u79cd\u95ee\u9898\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u95ee\u9898\u548c\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u7248\u672c\u4e0d\u517c\u5bb9<\/strong><br \/>\u5982\u679c\u9047\u5230\u7248\u672c\u4e0d\u517c\u5bb9\u7684\u95ee\u9898\uff0c\u9996\u5148\u67e5\u9605Keras\u548cTensorFlow\u7684\u5b98\u65b9\u6587\u6863\uff0c\u786e\u4fdd\u5b89\u88c5\u7684\u7248\u672c\u5f7c\u6b64\u517c\u5bb9\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u73af\u5883\u914d\u7f6e\u95ee\u9898<\/strong><br \/>\u7279\u522b\u662f\u5728\u5b89\u88c5GPU\u7248\u672c\u7684TensorFlow\u65f6\uff0cCUDA\u548ccuDNN\u7684\u7248\u672c\u9700\u8981\u5339\u914d\u3002\u53ef\u4ee5\u901a\u8fc7NVIDIA\u5b98\u7f51\u83b7\u53d6\u6700\u65b0\u7684\u5b89\u88c5\u6307\u5357\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u7f51\u7edc\u95ee\u9898<\/strong><br \/>\u5728\u5b89\u88c5\u65f6\uff0c\u5982\u679c\u7f51\u7edc\u4e0d\u7a33\u5b9a\u53ef\u80fd\u5bfc\u81f4\u5b89\u88c5\u4e2d\u65ad\u3002\u8fd9\u65f6\u53ef\u4ee5\u5c1d\u8bd5\u66f4\u6362\u7f51\u7edc\u73af\u5883\u6216\u4f7f\u7528\u955c\u50cf\u6e90\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e94\u3001KERAS\u7684\u57fa\u7840\u4f7f\u7528<\/p>\n<\/p>\n<p><p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528Keras\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u6784\u5efa\u548c\u8bad\u7ec3\u3002\u4ee5\u4e0b\u662fKeras\u7684\u4e00\u4e9b\u57fa\u7840\u4f7f\u7528\u4ecb\u7ecd\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u521b\u5efa\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc<\/strong><br \/>Keras\u63d0\u4f9b\u4e86\u7b80\u5355\u7684\u63a5\u53e3\u6765\u5b9a\u4e49\u6a21\u578b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5168\u8fde\u63a5\u795e\u7ecf\u7f51\u7edc\u7684\u5b9a\u4e49\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from keras.models import Sequential<\/p>\n<p>from keras.layers import Dense<\/p>\n<p>model = Sequential()<\/p>\n<p>model.add(Dense(32, activation=&#39;relu&#39;, input_dim=784))<\/p>\n<p>model.add(Dense(10, activation=&#39;softmax&#39;))<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u91cc\uff0c\u6211\u4eec\u521b\u5efa\u4e86\u4e00\u4e2a\u4e24\u5c42\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u8f93\u5165\u7ef4\u5ea6\u4e3a784\uff0c\u8f93\u51fa\u4e3a10\u4e2a\u7c7b\u522b\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u7f16\u8bd1\u6a21\u578b<\/strong><br \/>\u5b9a\u4e49\u6a21\u578b\u540e\uff0c\u9700\u8981\u7f16\u8bd1\u6a21\u578b\u4ee5\u914d\u7f6e\u5b66\u4e60\u8fc7\u7a0b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">model.compile(optimizer=&#39;adam&#39;,<\/p>\n<p>              loss=&#39;categorical_crossentropy&#39;,<\/p>\n<p>              metrics=[&#39;accuracy&#39;])<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u7f16\u8bd1\u65f6\u9700\u8981\u6307\u5b9a\u4f18\u5316\u5668\u3001\u635f\u5931\u51fd\u6570\u548c\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u8bad\u7ec3\u6a21\u578b<\/strong><br \/>\u6a21\u578b\u7f16\u8bd1\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528\u8bad\u7ec3\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">model.fit(x_tr<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>n, y_train, epochs=5, batch_size=32)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u91cc\uff0c<code>x_train<\/code>\u548c<code>y_train<\/code>\u662f\u8bad\u7ec3\u6570\u636e\u548c\u6807\u7b7e\uff0c<code>epochs<\/code>\u8868\u793a\u8bad\u7ec3\u8f6e\u6570\uff0c<code>batch_size<\/code>\u8868\u793a\u6bcf\u6b21\u68af\u5ea6\u66f4\u65b0\u7684\u6837\u672c\u6570\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u8bc4\u4f30\u6a21\u578b<\/strong><br \/>\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528\u6d4b\u8bd5\u6570\u636e\u96c6\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">loss, accuracy = model.evaluate(x_test, y_test)<\/p>\n<p>print(f&#39;Loss: {loss}, Accuracy: {accuracy}&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u5c06\u8fd4\u56de\u635f\u5931\u503c\u548c\u51c6\u786e\u7387\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u4f60\u53ef\u4ee5\u6210\u529f\u5b89\u88c5Keras\u5e76\u5f00\u59cb\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u6784\u5efa\u548c\u8bad\u7ec3\u3002\u5728\u4f7f\u7528\u8fc7\u7a0b\u4e2d\uff0c\u5efa\u8bae\u591a\u67e5\u9605Keras\u7684\u5b98\u65b9\u6587\u6863\u548c\u76f8\u5173\u6559\u7a0b\uff0c\u4ee5\u6df1\u5165\u7406\u89e3\u5176\u529f\u80fd\u548c\u7528\u6cd5\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u73af\u5883\u4e2d\u5b89\u88c5Keras\uff1f<\/strong><br \/>\u8981\u5728Python\u73af\u5883\u4e2d\u5b89\u88c5Keras\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528pip\u5de5\u5177\u3002\u786e\u4fdd\u60a8\u7684\u73af\u5883\u4e2d\u5df2\u7ecf\u5b89\u88c5\u4e86Python\uff0c\u5e76\u6253\u5f00\u547d\u4ee4\u884c\u754c\u9762\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a  <\/p>\n<pre><code class=\"language-bash\">pip install keras\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u547d\u4ee4\u5c06\u4ecePython Package Index\uff08PyPI\uff09\u4e0b\u8f7d\u5e76\u5b89\u88c5Keras\u53ca\u5176\u4f9d\u8d56\u9879\u3002\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u60a8\u53ef\u4ee5\u5728Python\u811a\u672c\u4e2d\u5bfc\u5165Keras\u8fdb\u884c\u4f7f\u7528\u3002<\/p>\n<p><strong>Keras\u7684\u5b89\u88c5\u662f\u5426\u9700\u8981\u7279\u5b9a\u7248\u672c\u7684TensorFlow\uff1f<\/strong><br \/>Keras\u662f\u57fa\u4e8eTensorFlow\u6784\u5efa\u7684\u6df1\u5ea6\u5b66\u4e60\u5e93\uff0c\u56e0\u6b64\u5728\u5b89\u88c5Keras\u65f6\uff0c\u5efa\u8bae\u60a8\u5b89\u88c5TensorFlow\u3002\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u53ef\u4ee5\u540c\u65f6\u5b89\u88c5TensorFlow\u548cKeras\uff1a  <\/p>\n<pre><code class=\"language-bash\">pip install tensorflow keras\n<\/code><\/pre>\n<p>\u8bf7\u6ce8\u610f\uff0c\u67d0\u4e9bKeras\u529f\u80fd\u53ef\u80fd\u4f9d\u8d56\u4e8e\u7279\u5b9a\u7248\u672c\u7684TensorFlow\uff0c\u56e0\u6b64\u67e5\u770bKeras\u7684\u5b98\u65b9\u6587\u6863\u4ee5\u786e\u4fdd\u517c\u5bb9\u6027\u662f\u5f88\u91cd\u8981\u7684\u3002<\/p>\n<p><strong>\u5982\u679c\u5728\u5b89\u88c5Keras\u65f6\u9047\u5230\u9519\u8bef\uff0c\u5e94\u8be5\u5982\u4f55\u5904\u7406\uff1f<\/strong><br \/>\u9047\u5230\u5b89\u88c5\u9519\u8bef\u65f6\uff0c\u9996\u5148\u68c0\u67e5\u60a8\u7684Python\u548cpip\u7248\u672c\u662f\u5426\u4e3a\u6700\u65b0\u7248\u672c\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u66f4\u65b0pip\uff1a  <\/p>\n<pre><code class=\"language-bash\">pip install --upgrade pip\n<\/code><\/pre>\n<p>\u6b64\u5916\uff0c\u786e\u4fdd\u60a8\u7684\u7f51\u7edc\u8fde\u63a5\u6b63\u5e38\uff0c\u56e0\u4e3a\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u9700\u8981\u4e0b\u8f7d\u76f8\u5173\u5305\u3002\u5982\u679c\u9519\u8bef\u4f9d\u7136\u5b58\u5728\uff0c\u60a8\u53ef\u4ee5\u67e5\u770b\u9519\u8bef\u4fe1\u606f\uff0c\u641c\u7d22\u76f8\u5173\u95ee\u9898\uff0c\u6216\u67e5\u770bKeras\u7684GitHub\u9875\u9762\u548c\u793e\u533a\u8bba\u575b\u4ee5\u5bfb\u627e\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u8981\u5728Python\u4e2d\u5b89\u88c5Keras\uff0c\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528Python\u5305\u7ba1\u7406\u5de5\u5177pip\u8fdb\u884c\u5b89\u88c5\u3001\u786e\u4fdd\u5df2\u5b89\u88c5TensorFl [&hellip;]","protected":false},"author":3,"featured_media":930684,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/930682"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=930682"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/930682\/revisions"}],"predecessor-version":[{"id":930685,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/930682\/revisions\/930685"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/930684"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=930682"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=930682"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=930682"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}