{"id":473,"date":"2020-05-05T15:48:46","date_gmt":"2020-05-05T07:48:46","guid":{"rendered":"https:\/\/artificialintelligencepro.com.tw\/?p=473"},"modified":"2020-06-01T20:44:22","modified_gmt":"2020-06-01T12:44:22","slug":"deep-learning-env-setup","status":"publish","type":"post","link":"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/","title":{"rendered":"\u5f9e0\u958b\u59cb\u4e00\u6b21\u641e\u5b9a\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883"},"content":{"rendered":"<h4><\/h4>\n<h4><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6df1\u5ea6\u5b78\u7fd2\u7684\u74b0\u5883\u88e1\u61c9\u8a72\u6703\u6709\u54ea\u4e9b\u6771\u897f?<\/span><\/h4>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">Miniconda\u3001Jupyter Notebook\u3001CUDA\u3001cuDNN\u3001TensorFlow 2.0 gpu\u3001PyTorch &#8230;\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: 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1\">\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883\u5efa\u7f6e Part 1<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E7%94%9F%E5%AD%98%E5%AE%88%E5%89%87\" title=\"\u751f\u5b58\u5b88\u5247\">\u751f\u5b58\u5b88\u5247<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E4%B8%8B%E8%BC%89Setup_yml\" title=\"\u4e0b\u8f09Setup yml\">\u4e0b\u8f09Setup yml<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E4%B8%8B%E8%BC%89GPU_Driver\" title=\"\u4e0b\u8f09GPU Driver\">\u4e0b\u8f09GPU Driver<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E4%B8%8B%E8%BC%89CUDA\" title=\"\u4e0b\u8f09CUDA\">\u4e0b\u8f09CUDA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E4%B8%8B%E8%BC%89cuDNN\" title=\"\u4e0b\u8f09cuDNN\">\u4e0b\u8f09cuDNN<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E7%92%B0%E5%A2%83%E5%BB%BA%E7%BD%AE_Part_2\" title=\"\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883\u5efa\u7f6e Part 2\">\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883\u5efa\u7f6e Part 2<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E6%B7%BB%E5%8A%A0%E7%B3%BB%E7%B5%B1%E7%92%B0%E5%A2%83%E8%AE%8A%E6%95%B8\" title=\"\u6dfb\u52a0\u7cfb\u7d71\u74b0\u5883\u8b8a\u6578\">\u6dfb\u52a0\u7cfb\u7d71\u74b0\u5883\u8b8a\u6578<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E4%B8%8B%E8%BC%89Miniconda\" title=\"\u4e0b\u8f09Miniconda\">\u4e0b\u8f09Miniconda<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E4%B8%8B%E8%BC%89Jupyter_Notebook\" title=\"\u4e0b\u8f09Jupyter Notebook\">\u4e0b\u8f09Jupyter Notebook<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E7%92%B0%E5%A2%83%E5%BB%BA%E7%BD%AE_Part_3\" title=\"\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883\u5efa\u7f6e Part 3\">\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883\u5efa\u7f6e Part 3<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E5%9F%B7%E8%A1%8CSetup_yml\" title=\"\u57f7\u884cSetup yml\">\u57f7\u884cSetup yml<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E5%AE%89%E8%A3%9DJupyter_Kernel\" title=\"\u5b89\u88ddJupyter Kernel\">\u5b89\u88ddJupyter Kernel<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E5%AE%89%E8%A3%9DPyTorch\" title=\"\u5b89\u88ddPyTorch\">\u5b89\u88ddPyTorch<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E7%92%B0%E5%A2%83%E6%B8%AC%E8%A9%A6\" title=\"\u74b0\u5883\u6e2c\u8a66\">\u74b0\u5883\u6e2c\u8a66<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E7%B5%90%E8%AB%96\" title=\"\u7d50\u8ad6\">\u7d50\u8ad6<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/#%E4%BD%A0%E7%9A%84%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E4%B9%8B%E8%B7%AF%E6%89%8D%E6%AD%A3%E8%A6%81%E9%96%8B%E5%A7%8B\" title=\"\u4f60\u7684\u6df1\u5ea6\u5b78\u7fd2\u4e4b\u8def\u624d\u6b63\u8981\u958b\u59cb!\">\u4f60\u7684\u6df1\u5ea6\u5b78\u7fd2\u4e4b\u8def\u624d\u6b63\u8981\u958b\u59cb!<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E7%92%B0%E5%A2%83%E5%BB%BA%E7%BD%AE_Part_1\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883\u5efa\u7f6e Part 1<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-53 size-full\" src=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/04\/req.png\" alt=\"\" width=\"1095\" height=\"439\" srcset=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/04\/req.png 1095w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/04\/req-300x120.png 300w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/04\/req-1024x411.png 1024w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/04\/req-768x308.png 768w\" sizes=\"(max-width: 1095px) 100vw, 1095px\" title=\"\"><\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%94%9F%E5%AD%98%E5%AE%88%E5%89%87\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u751f\u5b58\u5b88\u5247<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 1<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u8acb\u6253\u958b<a href=\"https:\/\/www.tensorflow.org\/install\/gpu#software_requirements\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u500b\u751f\u5b58\u5b88\u5247<\/a>\uff0c\u628a\u5b83\u4e00\u76f4\u958b\u8457\uff0c\u56e0\u70ba\u5b83\u975e\u5e38\u91cd\u8981\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 2<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6ce8\u610fSoftware Requirements\u4e2d\u5404\u500b\u7248\u672c\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong><span style=\"color: #ff0000;\">\u8acb\u7d00\u9304\u4e0b\u4f86\u7576\u4e0b\u770b\u5230\u7684\u7248\u672c\u800c\u975e\u4e0b\u5716\u986f\u793a\u7684\u7248\u672c<\/span><\/strong>\uff0c<strong><span style=\"color: #ff0000;\">\u56e0\u70ba\u9019\u5c07\u662f\u4f60\u4e4b\u5f8c\u8981\u5b89\u88dd\u7684\u5404\u500b\u7248\u672c<\/span><\/strong>\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BC%89Setup_yml\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0b\u8f09Setup yml<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">Setup yml\u662f\u6211\u5f9e<a href=\"https:\/\/github.com\/jeffheaton\/t81_558_deep_learning\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u88e1<\/a>\u767c\u73fe\u7684\u5b89\u88dd\u914d\u7f6e\uff0c\u88e1\u9762\u6709\u5f88\u591a\u5e38\u7528\u7684python\u5305\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u53ef\u4ee5\u8aaa\u662f\u4e00\u6b21\u5305\u8fa6\u5927\u90e8\u5206\u6a5f\u5668\u5b78\u7fd2\u3001\u6df1\u5ea6\u5b78\u7fd2\u7684\u9700\u6c42\u4e86\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 1<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5efa\u8b70\u4f7f\u7528Google Chrome\u958b\u555f<a href=\"https:\/\/raw.githubusercontent.com\/jeffheaton\/t81_558_deep_learning\/master\/tensorflow-gpu.yml\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u500b\u6a94\u6848<\/a>\uff0c\u76f4\u63a5\u53e6\u5b58\u65b0\u6a94\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 2<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5c07\u6a94\u540d\u6539\u6210 &#8220;tensorflow-gpu.yml&#8221;\uff0c\u4e26\u5132\u5b58\u5728C:\\Users\\USER\u5167\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BC%89GPU_Driver\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0b\u8f09GPU Driver<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u524d\u5f80<a href=\"https:\/\/www.nvidia.com\/download\/index.aspx?lang=en-us\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u88e1<\/a>\u5f8c\u586b\u5165GPU\u578b\u865f\u548cWin 10 64bit\u4e0b\u8f09\u5373\u53ef\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BC%89CUDA\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0b\u8f09CUDA<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u524d\u5f80<a href=\"https:\/\/developer.nvidia.com\/cuda-toolkit-archive\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u88e1<\/a>\u5f8c\u9078\u64c7Win 10\u3001exe(local) \u4e0b\u8f09\u5373\u53ef\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BC%89cuDNN\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0b\u8f09cuDNN<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 1<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft 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'Microsoft JhengHei';\">\u5c07CUDA\u5167\u7684\u4e09\u500b\u8cc7\u6599\u593e(bin, include, lib)\u8907\u88fd\u4e26\u53d6\u4ee3\u5230<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v10.2\u88e1\u9762\u5373\u53ef\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E7%92%B0%E5%A2%83%E5%BB%BA%E7%BD%AE_Part_2\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883\u5efa\u7f6e Part 2<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%B7%BB%E5%8A%A0%E7%B3%BB%E7%B5%B1%E7%92%B0%E5%A2%83%E8%AE%8A%E6%95%B8\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6dfb\u52a0\u7cfb\u7d71\u74b0\u5883\u8b8a\u6578<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 1<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u524d\u5f80<a href=\"https:\/\/www.tensorflow.org\/install\/gpu#windows_setup\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u88e1<\/a>\u5f8c\u8907\u88fdSET PATH=\u4e4b\u5f8c\u7684\u6bcf\u4e00\u884c\u6587\u5b57\u5230\u8a18\u4e8b\u672c\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 2<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5728\u5de6\u4e0b\u89d2\u7684\u958b\u59cb\u65c1\u908a\u641c\u5c0b\u8f38\u5165\u7cfb\u7d71\u74b0\u5883\uff0c\u4e26\u6253\u958b\u641c\u5c0b\u7d50\u679c\u4e2d\u7684\u7de8\u8f2f\u7cfb\u7d71\u74b0\u5883\u8b8a\u6578\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 3<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9ede\u64ca\u74b0\u5883\u8b8a\u6578\u5f8c\u5728\u4e0b\u65b9\u7684\u7cfb\u7d71\u8b8a\u6578\u5167\u627e\u5230Path\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 4<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9ede\u64caPath\u4e4b\u5f8c\u6309\u7de8\u8f2f\u4e26\u8cbc\u4e0a\u4ee5\u4e0b\u56db\u884c\uff0c\u4e00\u884c\u4e00\u884c\u65b0\u589e\u52a0\u5165\u9032\u53bb\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong><span style=\"color: #ff0000;\">\u8acb\u6ce8\u610f<\/span><\/strong>\uff0c<strong><span style=\"color: #ff0000;\">\u4ee5\u4e0b\u56db\u884c\u5982\u679c\u8207\u4f60\u8981\u5b89\u88dd\u7684\u7248\u672c\u4e0d\u4e00\u81f4\u8acb\u4ee5\u4e0a\u9762\u9023\u7d50\u4e0a\u7684\u70ba\u6e96<\/span><\/strong>\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v10.1\\bin<\/span><br \/>\n<span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v10.1\\extras\\CUPTI\\libx64<\/span><br \/>\n<span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">C:\\Program Files\\NVIDIA GPU Computing Toolkit\\CUDA\\v10.1\\include<\/span><br \/>\n<span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">C:\\tools\\cuda\\bin<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BC%89Miniconda\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0b\u8f09Miniconda<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u524d\u5f80<a href=\"https:\/\/docs.conda.io\/en\/latest\/miniconda.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u88e1<\/a>\u5f8c\u9078\u64c7Python 3.X Windows 64-bit\u4e0b\u8f09\u5373\u53ef\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BC%89Jupyter_Notebook\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0b\u8f09Jupyter Notebook<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 1<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5728\u5de6\u4e0b\u89d2\u958b\u59cb\u65c1\u908a\u641c\u5c0b\u8f38\u5165\u547d\u4ee4\u63d0\u793a\u5b57\u5143\u4e26\u6253\u958b\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 2<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6253\u958b\u5f8c\u8f38\u5165conda install jupyter\uff0c\u5982\u679c\u8df3\u51fa\u8981\u4f60\u9078\u64c7yes or no\u7684\u6587\u5b57\uff0c\u5c31\u8f38\u5165y\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E7%92%B0%E5%A2%83%E5%BB%BA%E7%BD%AE_Part_3\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6df1\u5ea6\u5b78\u7fd2\u74b0\u5883\u5efa\u7f6e Part 3<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%9F%B7%E8%A1%8CSetup_yml\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u57f7\u884cSetup yml<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5728\u525b\u624d\u7684\u547d\u4ee4\u63d0\u793a\u5b57\u5143\u5167\u8f38\u5165conda env create -v -f tensorflow-gpu.yml\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">(tensorflow-gpu.yml\u70ba\u4e4b\u524d\u4e0b\u8f09\u7684Setup yml\u6a94\u540d)<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%9DJupyter_Kernel\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5b89\u88ddJupyter Kernel<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 1<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5728\u525b\u624d\u7684\u547d\u4ee4\u63d0\u793a\u5b57\u5143\u5167\u8f38\u5165conda activate tensorflow\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 2<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u8dd1\u5b8cSTEP1\u5f8c\u518d\u8f38\u5165python -m ipykernel install &#8211;user &#8211;name tensorflow &#8211;display-name \u201cPython 3.7 (tensorflow)\u201d\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">(Python 3.7 (tensorflow)\u70ba\u4ee5\u5f8c\u986f\u793a\u5728Jupyter Notebook\u7684kernel\u540d\u7a31\uff0c\u53ef\u6539\u70ba\u81ea\u5df1\u559c\u6b61\u7684\u540d\u7a31)<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%9DPyTorch\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5b89\u88ddPyTorch<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9019\u908a\u5c31\u662f\u5beb\u7d66\u4e0d\u7fd2\u6163\u4f7f\u7528TensorFlow 2.0\u6216\u662f\u5169\u500b\u6846\u67b6\u6211\u90fd\u8981\u7684\u8b80\u8005\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 1<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5728\u547d\u4ee4\u63d0\u793a\u5b57\u5143\u5167\u8f38\u5165conda create -n pytorch python=3.7\u4f86\u70baPyTorch\u958b\u4e00\u500b\u65b0\u7684\u74b0\u5883\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 2<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u8f38\u5165conda activate pytorch\u4ee5\u9032\u5165\u74b0\u5883\u5167\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 3<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u8f38\u5165python -m ipykernel install &#8211;user &#8211;name pytorch &#8211;display-name \u201cPython 3.7 (pytorch)&#8221;<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4ee5\u4fee\u6539\u986f\u793a\u5728Jupyter Notebook\u7684kernel\u540d\u7a31\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">(Python 3.7 (pytorch)\u70ba\u4ee5\u5f8c\u986f\u793a\u5728Jupyter Notebook\u7684kernel\u540d\u7a31\uff0c\u53ef\u6539\u70ba\u81ea\u5df1\u559c\u6b61\u7684\u540d\u7a31)<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 4<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6700\u5f8c\uff0c\u524d\u5f80<a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u88e1<\/a>\u9078\u64c7\u4f60\u7684CUDA\u7248\u672c(\u672c\u6587\u70ba10.1)\uff0c\u8907\u88fdRun this Command:\u53f3\u908a\u7684\u6307\u4ee4\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong><span style=\"color: #ff0000;\">\u8acb\u6ce8\u610f<\/span><\/strong>\uff0c<strong><span style=\"color: #ff0000;\">\u4e0d\u540c\u7684CUDA\u7248\u672c\u6240\u5c0d\u61c9\u7684\u6307\u4ee4\u6703\u4e0d\u540c<\/span><\/strong>\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 5<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5728\u525b\u624d\u7684\u547d\u4ee4\u63d0\u793a\u5b57\u5143\u5167\u8f38\u5165conda install pytorch torchvision cudatoolkit=10.1 -c pytorch\u5373\u53ef\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%92%B0%E5%A2%83%E6%B8%AC%E8%A9%A6\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u74b0\u5883\u6e2c\u8a66<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<div id=\"attachment_484\" style=\"width: 567px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-484\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-484 size-full\" src=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/test.png\" alt=\"\u6e2c\u8a66\u6210\u529f\u7684\u7d50\u679c\" width=\"557\" height=\"210\" srcset=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/test.png 557w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/test-300x113.png 300w\" sizes=\"(max-width: 557px) 100vw, 557px\" title=\"\"><p id=\"caption-attachment-484\" class=\"wp-caption-text\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6e2c\u8a66\u6210\u529f\u7684\u7d50\u679c<\/span><\/p><\/div>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u81f3\u6b64\uff0c\u53ea\u5269\u4e0b\u6700\u5f8c\u4e00\u5c0f\u6b65\u4e86\uff0c\u4ee5\u4e0b\u70ba\u4ee5\u5f8c\u9032\u5165\u74b0\u5883\u548c\u6e2c\u8a66\u7684\u6b65\u9a5f\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 1<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6253\u958b\u547d\u4ee4\u63d0\u793a\u5b57\u5143\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 2<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6e2c\u8a66TensorFlow : \u8f38\u5165conda activate tensorflow\u4ee5\u9032\u5165\u74b0\u5883\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6e2c\u8a66PyTorch : \u8f38\u5165conda activate pytorch\u4ee5\u9032\u5165\u74b0\u5883\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 3<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u8f38\u5165jupyter notebook\u4ee5\u6253\u958bpython notebook\u9801\u9762\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 4<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5728\u53f3\u4e0a\u7684New\u65b0\u958b\u4e00\u500b\u525b\u624d\u70ba\u74b0\u5883\u53d6\u7684\u540d\u5b57\u7684notebook\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u958b\u555f\u5f8c\u5728\u4e0a\u65b9kernel\u88e1\u9762\u7684change kernel\u5167\u9ede\u9078\u4e0a\u9762\u65b0\u5efa\u7acb\u7684kernel\u540d\u7a31\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><p class=\"step\">\u6b65\u9a5f 5<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5728notebook\u7684block\u5167\u8f38\u5165\u4ee5\u4e0b\u6e2c\u8a66\u7a0b\u5f0f\u78bc\uff0c\u5982\u679c\u6c92\u51fa\u73feError\u6216\u9806\u5229\u7522\u751f\u985e\u4f3c\u4e0a\u5716\u6e2c\u8a66\u6210\u529f\u7684\u7d50\u679c\u7684\u8a71\u5c31\u5927\u529f\u544a\u6210\u4e86\u5594!<\/span><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">import sys\r\n\r\nimport tensorflow.keras\r\nimport pandas as pd\r\nimport sklearn as sk\r\nimport tensorflow as tf\r\n\r\nprint(f\"Tensor Flow Version: {tf.__version__}\")\r\nprint(f\"Keras Version: {tensorflow.keras.__version__}\")\r\nprint()\r\nprint(f\"Python {sys.version}\")\r\nprint(f\"Pandas {pd.__version__}\")\r\nprint(f\"Scikit-Learn {sk.__version__}\")\r\nprint(\"GPU is\", \"available\" if tf.test.is_gpu_available() else \"NOT AVAILABLE\")<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%B5%90%E8%AB%96\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u7d50\u8ad6<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%BD%A0%E7%9A%84%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E4%B9%8B%E8%B7%AF%E6%89%8D%E6%AD%A3%E8%A6%81%E9%96%8B%E5%A7%8B\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4f60\u7684\u6df1\u5ea6\u5b78\u7fd2\u4e4b\u8def\u624d\u6b63\u8981\u958b\u59cb!<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u547c\uff0c\u7d93\u904e\u4e00\u9023\u4e32\u7684\u64cd\u4f5c\u6211\u5011\u7d42\u65bc\u5b8c\u6210\u9019\u500b\u6709\u9ede\u9ebb\u7169\u7684\u524d\u7f6e\u4f5c\u696d\u4e86! <\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u96d6\u7136\u4e00\u958b\u59cb\u6eff\u8f9b\u82e6\u7684\uff0c\u4f46\u4ee5\u5f8c\u5c31\u80fd\u8f15\u9b06\u5730\u5728\u4e00\u500b\u5957\u4ef6\u9f4a\u5168\u7684\u5be6\u9a57\u5ba4\u958b\u59cb\u4f60\u7684\u7814\u7a76\u5566\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5c0d\u65bc\u4e00\u958b\u59cb\u5b8c\u5168\u4e0d\u77e5\u9053\u88dd\u9019\u4e9b\u8981\u5e79\u561b\u7684\u65b0\u624b\u60f3\u5fc5\u6eff\u75db\u82e6\u7684\u5427?<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0d\u904e\u6c92\u95dc\u4fc2\uff0c<\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5982\u679c\u9084\u6709\u54ea\u908a\u4e0d\u5920\u6e05\u695a\u7684\u8a71\u90fd\u53ef\u4ee5\u89c0\u770b\u4ee5\u4e0bJeff Heaton\u7684\u6559\u5b78\u5f71\u7247\u4f5c\u70ba\u53c3\u8003\u5594\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><center><iframe loading=\"lazy\" src=\"\/\/www.youtube.com\/embed\/qrkEYf-YDyI\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\" data-mce-fragment=\"1\"><\/iframe><\/center>&nbsp;<\/p>\n<h4><span style=\"font-size: 24pt; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">Call To Action<\/span><\/h4>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-size: 14pt; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6b61\u8fce\u4efb\u4f55\u80fd\u4f7f\u6211\u6216\u662f\u9019\u7bc7\u6587\u7ae0\u6539\u9032\u7684\u610f\u898b\uff0c\u6240\u4ee5\u5982\u679c\u6709\u554f\u984c\u6216\u60f3\u6cd5\u90fd\u6b61\u8fce\u5728\u4e0b\u9762\u544a\u8a34\u6211\u5594 !<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-size: 14pt; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u53e6\u5916\uff0c\u5982\u679c\u4f60\u89ba\u5f97\u9019\u7bc7\u6587\u7ae0\u6709\u5e6b\u52a9\u5230\u4f60\u3001\u5f88\u7b26\u5408\u4f60\u7684\u9700\u6c42\u7684\u8a71\uff0c\u8a18\u5f97\u5e6b\u6211\u62cd\u624b\u4ee5\u53ca\u5206\u4eab\u5594 !<\/span><\/p>\n<!--CusAds0-->\n<div style=\"font-size: 0px; height: 0px; line-height: 0px; margin: 0; padding: 0; clear: both;\"><\/div>","protected":false},"excerpt":{"rendered":"<p>\u6df1\u5ea6\u5b78\u7fd2\u7684\u74b0\u5883\u88e1\u61c9\u8a72\u6703\u6709\u54ea\u4e9b\u6771\u897f? Miniconda\u3001Jupyter Notebook\u3001CUDA\u3001cuDNN&hellip; <br \/> <a class=\"read-more\" href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":602,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6,9],"tags":[],"_links":{"self":[{"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/posts\/473"}],"collection":[{"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/comments?post=473"}],"version-history":[{"count":0,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/posts\/473\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/media\/602"}],"wp:attachment":[{"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/media?parent=473"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/categories?post=473"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/tags?post=473"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}