{"id":902,"date":"2025-01-12T10:04:34","date_gmt":"2025-01-12T02:04:34","guid":{"rendered":"https:\/\/www.laixuexila.com\/?p=902"},"modified":"2025-01-12T10:04:34","modified_gmt":"2025-01-12T02:04:34","slug":"%e5%a6%82%e4%bd%95%e7%94%a8python%e8%bf%9b%e8%a1%8c%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%ef%bc%9a%e4%bb%8e%e5%9f%ba%e7%a1%80%e5%88%b0%e5%ae%9e%e6%88%98","status":"publish","type":"post","link":"https:\/\/www.laixuexila.com\/index.php\/2025\/01\/12\/%e5%a6%82%e4%bd%95%e7%94%a8python%e8%bf%9b%e8%a1%8c%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%ef%bc%9a%e4%bb%8e%e5%9f%ba%e7%a1%80%e5%88%b0%e5%ae%9e%e6%88%98\/","title":{"rendered":"\u5982\u4f55\u7528Python\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\uff1a\u4ece\u57fa\u7840\u5230\u5b9e\u6218"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u8981\u4f7f\u7528 Python \u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\uff0c\u4ece\u57fa\u7840\u5230\u5b9e\u6218\uff0c\u4f60\u9700\u8981\u638c\u63e1\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u7684\u77e5\u8bc6\u548c\u6280\u80fd\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u5faa\u5e8f\u6e10\u8fdb\u7684\u5b66\u4e60\u8def\u7ebf\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u9010\u6b65\u5efa\u7acb\u6df1\u5ea6\u5b66\u4e60\u7684\u57fa\u7840\uff0c\u5e76\u638c\u63e1\u5b9e\u9645\u5e94\u7528\u6280\u5de7\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u57fa\u7840\u90e8\u5206\uff1a\u4e86\u89e3\u6df1\u5ea6\u5b66\u4e60\u7684\u57fa\u7840\u6982\u5ff5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u5b66\u57fa\u7840<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7ebf\u6027\u4ee3\u6570<\/strong>\uff1a\u77e9\u9635\u8fd0\u7b97\u3001\u5411\u91cf\u3001\u7279\u5f81\u503c\u4e0e\u7279\u5f81\u5411\u91cf\u3001\u5947\u5f02\u503c\u5206\u89e3\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u6982\u7387\u4e0e\u7edf\u8ba1<\/strong>\uff1a\u6982\u7387\u5206\u5e03\u3001\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u3001\u671f\u671b\u3001\u65b9\u5dee\u3001\u534f\u65b9\u5dee\u3001\u8d1d\u53f6\u65af\u5b9a\u7406\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u5fae\u79ef\u5206<\/strong>\uff1a\u68af\u5ea6\u3001\u94fe\u5f0f\u6cd5\u5219\u3001\u5bfc\u6570\u4e0e\u504f\u5bfc\u6570\u3001\u68af\u5ea6\u4e0b\u964d\u6cd5\u7b49\u3002<\/li>\n\n\n\n<li>\u63a8\u8350\u4e66\u7c4d\uff1a\u300a\u6570\u5b66\u4e4b\u7f8e\u300b\u4e0e\u300a\u6df1\u5ea6\u5b66\u4e60\u300b\uff08Ian Goodfellow\uff09<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Python \u57fa\u7840<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Numpy<\/strong>\uff1a\u638c\u63e1\u77e9\u9635\u64cd\u4f5c\u3001\u5411\u91cf\u5316\u8ba1\u7b97\u7b49\u3002<\/li>\n\n\n\n<li><strong>Pandas<\/strong>\uff1a\u6570\u636e\u5904\u7406\u4e0e\u6570\u636e\u6e05\u6d17\u3002<\/li>\n\n\n\n<li><strong>Matplotlib\/Seaborn<\/strong>\uff1a\u6570\u636e\u53ef\u89c6\u5316\u3002<\/li>\n\n\n\n<li><strong>Scikit-learn<\/strong>\uff1a\u673a\u5668\u5b66\u4e60\u57fa\u672c\u7b97\u6cd5\uff0c\u6a21\u578b\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u673a\u5668\u5b66\u4e60\u57fa\u7840<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff08\u5982\u7ebf\u6027\u56de\u5f52\u3001\u903b\u8f91\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001SVM\u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u63a8\u8350\u4e66\u7c4d\uff1a\u300a\u673a\u5668\u5b66\u4e60\u300b\uff08\u5468\u5fd7\u534e\uff09\u4e0e\u300aPython\u673a\u5668\u5b66\u4e60\u5b9e\u8df5\u6307\u5357\u300b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u548c\u5de5\u5177<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e86\u89e3\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>TensorFlow<\/strong>\uff1aGoogle \u63d0\u4f9b\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u9002\u5408\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li><strong>Keras<\/strong>\uff1a\u9ad8\u5c42\u795e\u7ecf\u7f51\u7edcAPI\uff0c\u57fa\u4e8eTensorFlow\uff0c\u9002\u5408\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\u3002<\/li>\n\n\n\n<li><strong>PyTorch<\/strong>\uff1aFacebook \u63d0\u4f9b\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u52a8\u6001\u8ba1\u7b97\u56fe\uff0c\u7075\u6d3b\u6027\u8f83\u5f3a\u3002<\/li>\n\n\n\n<li>\u63a8\u8350\u5b66\u4e60\u8def\u5f84\uff1a\u5b66\u4e60 Keras \u548c TensorFlow \u6216 PyTorch \u7684\u57fa\u7840\uff0c\u638c\u63e1\u5982\u4f55\u7528\u5b83\u4eec\u6784\u5efa\u548c\u8bad\u7ec3\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5b89\u88c5\u4e0e\u914d\u7f6e<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u914d\u7f6ePython\u73af\u5883\uff0c\u5b89\u88c5TensorFlow\u6216PyTorch\u3002<\/li>\n\n\n\n<li>\u914d\u7f6eGPU\u652f\u6301\uff08\u5982\u679c\u4f60\u6709GPU\uff09\u3002<\/li>\n\n\n\n<li>\u63a8\u8350\u4f7f\u7528 Anaconda \u7ba1\u7406\u865a\u62df\u73af\u5883\uff0c\u907f\u514d\u5e93\u51b2\u7a81\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u6df1\u5ea6\u5b66\u4e60\u6838\u5fc3\u6982\u5ff5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u795e\u7ecf\u7f51\u7edc\u57fa\u7840<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u611f\u77e5\u673a<\/strong>\uff1a\u7406\u89e3\u611f\u77e5\u673a\u6a21\u578b\u53ca\u5176\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u6fc0\u6d3b\u51fd\u6570<\/strong>\uff1aSigmoid\u3001ReLU\u3001Tanh\u3001Softmax\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u635f\u5931\u51fd\u6570<\/strong>\uff1a\u5747\u65b9\u8bef\u5dee\u3001\u4ea4\u53c9\u71b5\u635f\u5931\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u68af\u5ea6\u4e0b\u964d\u6cd5<\/strong>\uff1a\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u3001\u968f\u673a\u68af\u5ea6\u4e0b\u964d\uff08SGD\uff09\u3001\u5c0f\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff08Feedforward Neural Network\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u5982\u4f55\u6784\u5efa\u7b80\u5355\u7684\u5168\u8fde\u63a5\u795e\u7ecf\u7f51\u7edc\uff08MLP\uff09\u3002<\/li>\n\n\n\n<li>\u5b66\u4e60\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u5377\u79ef\u5c42\u3001\u6c60\u5316\u5c42\u3001\u5168\u8fde\u63a5\u5c42\u7684\u4f5c\u7528\u3002<\/li>\n\n\n\n<li>\u5b66\u4e60CNN\u5728\u56fe\u50cf\u5206\u7c7b\u3001\u7269\u4f53\u68c0\u6d4b\u4e2d\u7684\u5e94\u7528\u3002<\/li>\n\n\n\n<li>\u4e86\u89e3\u7ecf\u5178\u7684CNN\u67b6\u6784\uff0c\u5982LeNet\u3001AlexNet\u3001VGG\u3001ResNet\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u4e0e\u957f\u77ed\u671f\u8bb0\u5fc6\uff08LSTM\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7406\u89e3RNN\u7684\u7ed3\u6784\u4e0e\u5e94\u7528\u3002<\/li>\n\n\n\n<li>\u5b66\u4e60LSTM\u4e0eGRU\u7684\u4f18\u52bf\u53ca\u5176\u89e3\u51b3\u957f\u65f6\u4f9d\u8d56\u95ee\u9898\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u5e94\u7528\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4efb\u52a1\u4e2d\uff08\u5982\u8bed\u8a00\u5efa\u6a21\u3001\u5e8f\u5217\u751f\u6210\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f18\u5316\u7b97\u6cd5<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u5404\u79cd\u4f18\u5316\u7b97\u6cd5\uff0c\u5982SGD\u3001Adam\u3001RMSProp\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6b63\u5219\u5316\u4e0e\u8fc7\u62df\u5408<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Dropout<\/strong>\u3001<strong>L2\u6b63\u5219\u5316<\/strong>\u7b49\u6280\u672f\u3002<\/li>\n\n\n\n<li><strong>Early Stopping<\/strong>\uff1a\u907f\u514d\u8fc7\u62df\u5408\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u8fdb\u9636\u5e94\u7528\u4e0e\u5b9e\u6218<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528CNN\u8fdb\u884c\u624b\u5199\u6570\u5b57\u8bc6\u522b\uff08MNIST\u6570\u636e\u96c6\uff09\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u5982VGG\u3001ResNet\uff09\u8fdb\u884c\u8fc1\u79fb\u5b66\u4e60\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bcd\u5d4c\u5165\uff08Word Embeddings\uff09<\/strong>\uff1aWord2Vec\u3001GloVe\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u3001LSTM\u3001GRU<\/strong>\uff1a\u7528\u4e8e\u6587\u672c\u751f\u6210\u3001\u60c5\u611f\u5206\u6790\u3001\u7ffb\u8bd1\u7b49\u3002<\/li>\n\n\n\n<li><strong>Transformer\u6a21\u578b<\/strong>\uff1aBERT\u3001GPT\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60GAN\u7684\u539f\u7406\u4e0e\u5e94\u7528\u3002<\/li>\n\n\n\n<li>\u6784\u5efa\u7b80\u5355\u7684GAN\u8fdb\u884c\u751f\u6210\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5f3a\u5316\u5b66\u4e60<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u5f3a\u5316\u5b66\u4e60\u7684\u57fa\u7840\uff0c\u5305\u62ecQ-learning\u3001\u6df1\u5ea6Q\u7f51\u7edc\uff08DQN\uff09\u7b49\u3002<\/li>\n\n\n\n<li>\u5728OpenAI Gym\u7b49\u5e73\u53f0\u4e0a\u8fdb\u884c\u5b9e\u8df5\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5b9e\u9645\u9879\u76ee<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b8c\u6210\u5b9e\u9645\u7684\u6df1\u5ea6\u5b66\u4e60\u9879\u76ee\uff0c\u5982\uff1a\u81ea\u52a8\u9a7e\u9a76\u3001\u56fe\u50cf\u98ce\u683c\u8fc1\u79fb\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001\u8fdb\u4e00\u6b65\u5b66\u4e60<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6df1\u5ea6\u5b66\u4e60\u4e66\u7c4d<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300a\u6df1\u5ea6\u5b66\u4e60\u300b \uff08Ian Goodfellow\uff09\uff1a\u6df1\u5165\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u7684\u6838\u5fc3\u539f\u7406\u3002<\/li>\n\n\n\n<li>\u300a\u795e\u7ecf\u7f51\u7edc\u4e0e\u6df1\u5ea6\u5b66\u4e60\u300b\uff1a\u8fd9\u672c\u4e66\u9002\u5408\u5165\u95e8\u5e76\u6df1\u5165\u7406\u89e3\u795e\u7ecf\u7f51\u7edc\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8bfe\u7a0b\u4e0e\u89c6\u9891\u8d44\u6e90<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Coursera<\/strong>\uff1aAndrew Ng\u7684\u6df1\u5ea6\u5b66\u4e60\u7cfb\u5217\u8bfe\u7a0b\u3002<\/li>\n\n\n\n<li><strong>Udacity<\/strong>\uff1a\u63d0\u4f9b\u6df1\u5ea6\u5b66\u4e60\u7eb3\u7c73\u5b66\u4f4d\u3002<\/li>\n\n\n\n<li><strong>Fast.ai<\/strong>\uff1a\u63d0\u4f9b\u5feb\u901f\u4e0a\u624b\u7684\u6df1\u5ea6\u5b66\u4e60\u8bfe\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6df1\u5ea6\u5b66\u4e60\u793e\u533a\u4e0e\u7ade\u8d5b<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53c2\u4e0e Kaggle \u6bd4\u8d5b\uff0c\u63d0\u5347\u4f60\u7684\u5b9e\u6218\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u52a0\u5165\u6df1\u5ea6\u5b66\u4e60\u793e\u533a\uff0c\u8ddf\u968f\u6700\u65b0\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u9605\u8bfbarXiv\u7684\u8bba\u6587\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u3001\u5b9e\u8df5\u793a\u4f8b\uff1a\u6784\u5efa\u7b80\u5355\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5Keras\u4e3a\u4f8b\uff0c\u6211\u4eec\u53ef\u4ee5\u5feb\u901f\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u6765\u89e3\u51b3MNIST\u6570\u5b57\u8bc6\u522b\u95ee\u9898\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import tensorflow as tf\nfrom tensorflow.keras import layers, models\nfrom tensorflow.keras.datasets import mnist\nfrom tensorflow.keras.utils import to_categorical\n\n# \u52a0\u8f7d\u6570\u636e\u96c6\n(x_train, y_train), (x_test, y_test) = mnist.load_data()\nx_train, x_test = x_train \/ 255.0, x_test \/ 255.0  # \u5f52\u4e00\u5316\n\n# \u6570\u636e\u9884\u5904\u7406\nx_train = x_train.reshape((x_train.shape&#91;0], 28, 28, 1))\nx_test = x_test.reshape((x_test.shape&#91;0], 28, 28, 1))\ny_train = to_categorical(y_train)\ny_test = to_categorical(y_test)\n\n# \u6784\u5efaCNN\u6a21\u578b\nmodel = models.Sequential(&#91;\n    layers.Conv2D(32, (3, 3), activation='relu', input_shape=(28, 28, 1)),\n    layers.MaxPooling2D((2, 2)),\n    layers.Conv2D(64, (3, 3), activation='relu'),\n    layers.MaxPooling2D((2, 2)),\n    layers.Conv2D(64, (3, 3), activation='relu'),\n    layers.Flatten(),\n    layers.Dense(64, activation='relu'),\n    layers.Dense(10, activation='softmax')\n])\n\n# \u7f16\u8bd1\u6a21\u578b\nmodel.compile(optimizer='adam',\n              loss='categorical_crossentropy',\n              metrics=&#91;'accuracy'])\n\n# \u8bad\u7ec3\u6a21\u578b\nmodel.fit(x_train, y_train, epochs=5, batch_size=64)\n\n# \u8bc4\u4f30\u6a21\u578b\ntest_loss, test_acc = model.evaluate(x_test, y_test)\nprint(f\"Test accuracy: {test_acc}\")<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u603b\u7ed3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u7684\u57fa\u7840\u7406\u8bba\uff0c\u638c\u63e1Python\u5de5\u5177\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u8fdb\u884c\u5b9e\u9645\u7684\u9879\u76ee\u5b9e\u8df5\uff0c\u4f60\u5c06\u80fd\u591f\u9010\u6b65\u4ece\u5165\u95e8\u5230\u7cbe\u901a\uff0c\u6700\u7ec8\u80fd\u591f\u72ec\u7acb\u89e3\u51b3\u5404\u7c7b\u6df1\u5ea6\u5b66\u4e60\u95ee\u9898\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8981\u4f7f\u7528 Python \u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\uff0c\u4ece\u57fa\u7840\u5230\u5b9e\u6218\uff0c\u4f60\u9700\u8981\u638c\u63e1\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u7684\u77e5\u8bc6\u548c\u6280\u80fd\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u5faa\u5e8f\u6e10\u8fdb\u7684\u5b66\u4e60 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[54],"tags":[],"class_list":["post-902","post","type-post","status-publish","format-standard","hentry","category-python"],"_links":{"self":[{"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/posts\/902","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/comments?post=902"}],"version-history":[{"count":1,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/posts\/902\/revisions"}],"predecessor-version":[{"id":903,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/posts\/902\/revisions\/903"}],"wp:attachment":[{"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/media?parent=902"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/categories?post=902"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.laixuexila.com\/index.php\/wp-json\/wp\/v2\/tags?post=902"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}