{"id":752,"date":"2020-05-26T22:25:59","date_gmt":"2020-05-26T14:25:59","guid":{"rendered":"https:\/\/artificialintelligencepro.com.tw\/?p=752"},"modified":"2020-06-01T20:51:21","modified_gmt":"2020-06-01T12:51:21","slug":"google-colab","status":"publish","type":"post","link":"https:\/\/artificialintelligencepro.com.tw\/google-colab\/","title":{"rendered":"\u5982\u4f55\u7121\u75db\u4f7f\u7528Google Colab\u4ee5\u53caGoogle Drive?"},"content":{"rendered":"<h4><\/h4>\n<h4><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u7528\u81ea\u5df1\u7684\u96fb\u8166\u8a13\u7df4\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u6709\u9ede<\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9ebb\u7169<\/span><\/h4>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5927\u90e8\u5206\u4eba\u7684\u96fb\u8166\u4e00\u822c\u898f\u683c\u4e0d\u6703\u7279\u5730\u70ba\u4e86\u8981\u8a13\u7df4\u6a21\u578b\u800c\u7279\u5225\u9078\u64c7\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6240\u4ee5\uff0c\u5982\u679c\u8981\u5728\u81ea\u5df1\u7684\u96fb\u8166\u8a13\u7df4\u6a21\u578b\u5c31\u6703\u9047\u5230\u5404\u7a2e\u963b\u7919\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5176\u4e2d\u524d\u5169\u5927\u7684\u969c\u7919\u61c9\u8a72\u5c31\u662f<strong>\u7121\u6cd5\u4f7f\u7528GPU<\/strong>\uff0c\u4ee5\u53ca<strong>RAM\u3001VRAM\u4e0d\u5920<\/strong>\u5427\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5c24\u5176\u662f\u860b\u679c\u96fb\u8166\u7684\u4f7f\u7528\u8005\uff0c\u57fa\u672c\u4e0d\u592a\u80fd\u5728\u81ea\u5df1\u7684\u96fb\u8166\u88ddGPU\uff0c\u7b49\u65bc\u6b66\u529f\u88ab\u5ee2\u4e86\u4e00\u534a\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u90a3\u9ebc\u5c0d\u65b0\u624b\u800c\u8a00\uff0c\u6709\u6c92\u6709\u53cb\u5584\u89aa\u5207\u7684\u74b0\u5883\u53ef\u4ee5\u7121\u75db\u958b\u59cb\u6a5f\u5668\u5b78\u7fd2\u7684\u65c5\u7a0b\u5462?<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u96d6\u8aaa\u73fe\u5728\u5df2\u7d93\u6709\u975e\u5e38\u591a\u96f2\u7aef\u958b\u767c\u74b0\u5883\u53ef\u4ee5\u79df\u7528\uff0c\u5982Paperspace\u3001Amazon SageMaker\u7b49\u7b49\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4f46\u9019\u4e9b\u5c0d\u65bc\u4e0d\u5c11\u4eba\u800c\u8a00\uff0c\u5b83\u5011\u7684CP\u503c\u90fd\u6c92\u6709<a href=\"https:\/\/colab.research.google.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Google Colab<\/a>\u4f86\u5f97\u9ad8\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9019\u7bc7\u6587\u7ae0\u5c07\u544a\u8a34\u4f60<span style=\"color: #000000;\">\u5982\u4f55\u914d\u5408Google Drive<\/span><strong><span style=\"color: #ff0000;\">\u514d\u8cbb<\/span><\/strong>\u3001<strong><span style=\"color: #ff0000;\">\u7c21\u55ae<\/span><\/strong>\u3001<strong><span style=\"color: #ff0000;\">\u65b9\u4fbf<\/span><\/strong>\u5730\u4f7f\u7528colab\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0d\u518d\u9700\u8981\u7169\u60f1\u600e\u9ebc\u5b89\u88dd\u5404\u7a2e\u6771\u897f\u5230\u81ea\u5df1\u7684\u96fb\u8166\u88e1\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u7576\u7136\uff0c\u5982\u679c\u4f60\u7684\u96fb\u8166\u6709GPU\uff0c\u6027\u80fd\u4e5f\u8db3\u5920\u597d\u7684\u8a71\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u90a3\u53ef\u4ee5\u53c3\u8003\u6211\u7684<a href=\"https:\/\/artificialintelligencepro.com.tw\/deep-learning-env-setup\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u7bc7\u6587\u7ae0<\/a>\uff0c\u64cd\u4f5c\u5b8c\u4e00\u6a23\u80fd\u7121\u75db\u958b\u59cb\u4f7f\u7528\u81ea\u5df1\u7684GPU\u8a13\u7df4\u6a21\u578b\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<div id=\"attachment_741\" style=\"width: 1077px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-741\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-741 size-full\" src=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/colab.png\" alt=\"google colab\" width=\"1067\" height=\"345\" srcset=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/colab.png 1067w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/colab-300x97.png 300w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/colab-1024x331.png 1024w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/colab-768x248.png 768w\" sizes=\"(max-width: 1067px) 100vw, 1067px\" title=\"\"><p id=\"caption-attachment-741\" class=\"wp-caption-text\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">google colab<\/span><\/p><\/div>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_45_1 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">\u6587\u7ae0\u76ee\u9304<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" area-label=\"ez-toc-toggle-icon-1\"><label for=\"item-65479069c870a\" aria-label=\"\u5167\u5bb9\u76ee\u9304\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input  type=\"checkbox\" id=\"item-65479069c870a\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#Google_Colab%E5%84%AA%E7%BC%BA%E9%BB%9E\" title=\"Google Colab\u512a\u7f3a\u9ede\">Google Colab\u512a\u7f3a\u9ede<\/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\/google-colab\/#%E5%84%AA%E9%BB%9E\" title=\"\u512a\u9ede\">\u512a\u9ede<\/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\/google-colab\/#%E7%BC%BA%E9%BB%9E\" title=\"\u7f3a\u9ede\">\u7f3a\u9ede<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#Google_Colab%E5%9F%BA%E6%9C%AC%E8%A8%AD%E5%AE%9A\" title=\"Google Colab\u57fa\u672c\u8a2d\u5b9a\">Google Colab\u57fa\u672c\u8a2d\u5b9a<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#GPU%E8%A8%AD%E5%AE%9A\" title=\"GPU\u8a2d\u5b9a\">GPU\u8a2d\u5b9a<\/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\/google-colab\/#%E5%80%8B%E4%BA%BA%E5%8C%96%E8%A8%AD%E5%AE%9A\" title=\"\u500b\u4eba\u5316\u8a2d\u5b9a\">\u500b\u4eba\u5316\u8a2d\u5b9a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E4%BD%BF%E7%94%A8R%E8%AA%9E%E8%A8%80\" title=\"\u4f7f\u7528R\u8a9e\u8a00\">\u4f7f\u7528R\u8a9e\u8a00<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E5%A6%82%E4%BD%95%E9%85%8D%E5%90%88%E4%BD%BF%E7%94%A8Google_Drive%E6%AA%94%E6%A1%88\" title=\"\u5982\u4f55\u914d\u5408\u4f7f\u7528Google Drive\u6a94\u6848\">\u5982\u4f55\u914d\u5408\u4f7f\u7528Google Drive\u6a94\u6848<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E5%BE%9E%E9%9B%BB%E8%85%A6%E4%B8%8A%E5%82%B3%E8%B3%87%E6%96%99%E5%88%B0Drive\" title=\"\u5f9e\u96fb\u8166\u4e0a\u50b3\u8cc7\u6599\u5230Drive\">\u5f9e\u96fb\u8166\u4e0a\u50b3\u8cc7\u6599\u5230Drive<\/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\/google-colab\/#%E5%B0%87Colab%E9%80%A3%E7%B5%90Drive\" title=\"\u5c07Colab\u9023\u7d50Drive\">\u5c07Colab\u9023\u7d50Drive<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E5%BE%9EColab%E4%B8%8B%E8%BC%89%E6%AA%94%E6%A1%88%E5%88%B0%E9%9B%BB%E8%85%A6\" title=\"\u5f9eColab\u4e0b\u8f09\u6a94\u6848\u5230\u96fb\u8166\">\u5f9eColab\u4e0b\u8f09\u6a94\u6848\u5230\u96fb\u8166<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E5%BE%9EColab%E5%84%B2%E5%AD%98%E6%AA%94%E6%A1%88%E5%88%B0Drive\" title=\"\u5f9eColab\u5132\u5b58\u6a94\u6848\u5230Drive\">\u5f9eColab\u5132\u5b58\u6a94\u6848\u5230Drive<\/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\/google-colab\/#%E6%B8%85%E9%99%A4Drive%E4%B8%AD%E9%87%8D%E8%A4%87%E7%9A%84%E6%AA%94%E6%A1%88\" title=\"\u6e05\u9664Drive\u4e2d\u91cd\u8907\u7684\u6a94\u6848\">\u6e05\u9664Drive\u4e2d\u91cd\u8907\u7684\u6a94\u6848<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E5%A6%82%E4%BD%95%E5%AE%89%E8%A3%9D%E5%A5%97%E4%BB%B6%E6%88%96%E6%98%AF%E5%88%A5%E4%BA%BA%E7%9A%84GitHub_repo\" title=\"\u5982\u4f55\u5b89\u88dd\u5957\u4ef6\u6216\u662f\u5225\u4eba\u7684GitHub repo\">\u5982\u4f55\u5b89\u88dd\u5957\u4ef6\u6216\u662f\u5225\u4eba\u7684GitHub repo<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E4%B8%8B%E8%BC%89%E5%88%A5%E4%BA%BA%E7%9A%84GitHub_repo\" title=\"\u4e0b\u8f09\u5225\u4eba\u7684GitHub repo\">\u4e0b\u8f09\u5225\u4eba\u7684GitHub repo<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E5%AE%89%E8%A3%9DPyTorch%E5%92%8Ctorchvision\" title=\"\u5b89\u88ddPyTorch\u548ctorchvision\">\u5b89\u88ddPyTorch\u548ctorchvision<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E5%AE%89%E8%A3%9Dsimpletransformers\" title=\"\u5b89\u88ddsimpletransformers\">\u5b89\u88ddsimpletransformers<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%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-19\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/#%E4%BD%A0%E6%BA%96%E5%82%99%E5%A5%BD%E8%B8%8F%E5%87%BA%E5%AF%A6%E4%BD%9C%E7%9A%84%E7%AC%AC%E4%B8%80%E6%AD%A5%E4%BA%86%E5%97%8E\" title=\"\u4f60\u6e96\u5099\u597d\u8e0f\u51fa\u5be6\u4f5c\u7684\u7b2c\u4e00\u6b65\u4e86\u55ce?\">\u4f60\u6e96\u5099\u597d\u8e0f\u51fa\u5be6\u4f5c\u7684\u7b2c\u4e00\u6b65\u4e86\u55ce?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Google_Colab%E5%84%AA%E7%BC%BA%E9%BB%9E\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">Google Colab\u512a\u7f3a\u9ede<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%84%AA%E9%BB%9E\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u512a\u9ede<\/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';\"><strong>1.\u514d\u8cbb\u53c8\u9ad8\u898f\u683c\u7684GPU\u3002<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong>2.\u65b9\u4fbf\u597d\u4e0a\u624b\uff0c\u5b8c\u5168\u4e0d\u7528\u5b89\u88dd\u6771\u897f\u5230\u81ea\u5df1\u7684\u96fb\u8166\u3002<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong>3.\u53ef\u4ee5\u958b\u591a\u500bColab Notebook\u540c\u6642\u8dd1\uff0c\u76f8\u7576\u65bc\u64c1\u6709\u591a\u500bGPU\uff0c\u6548\u7387\u66f4\u4f73\u3002<\/strong><\/span><\/p>\n<p style=\"padding-left: 80px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5982\u679c\u662f\u7528\u81ea\u5df1\u7684\u96fb\u8166\u7684\u8a71\u5373\u4f7f\u958b\u591a\u500bNotebook\uff0cGPU\u901f\u5ea6\u4e5f\u6703\u53d7\u5f71\u97ff\uff0c<\/span><\/p>\n<p style=\"padding-left: 80px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u7b49\u65bc1\u9846GPU\u540c\u6642\u8981\u505a\u5169\u4ef6\u4e8b\uff0c\u4f46colab\u7684\u8a71\u662f2\u9846GPU\u505a\u5169\u4ef6\u4e8b\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%BC%BA%E9%BB%9E\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u7f3a\u9ede<\/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';\"><strong>1.\u9700\u8981\u7a69\u5b9a\u7684\u7db2\u8def\u3002<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong>2.\u53ea\u8981\u88ab\u5224\u5b9a\u70ba\u9592\u7f6e\u7684\u8a71colab\u5c31\u6703\u7a81\u7136\u628a\u4f60\u7684Notebook\u505c\u6389\u3002<\/strong><\/span><\/p>\n<p style=\"padding-left: 80px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u6240\u4ee5\u6211\u5efa\u8b70\u5728\u8dd1\u91cd\u8981\u3001\u8017\u6642<\/span><span style=\"font-weight: 400;\">\u6a21\u578b\u7684\u6642\u5019\u76e1\u91cf\u628a\u87a2\u5e55\u505c\u5728\u8a72Colab Notebook\u7684\u9801\u9762\u4e0a\uff0c<\/span><\/span><\/p>\n<p style=\"padding-left: 80px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u771f\u7684\u5f88\u6015\u65b7\u6389\u7684\u8a71\uff0c\u9694\u4e00\u6bb5\u6642\u9593\u5c31\u7528\u6ed1\u9f20\u9ede\u4e00\u4e0bcolab\u9801\u9762\u4e5f\u6709\u5e6b\u52a9\u3002<\/span><\/p>\n<p style=\"padding-left: 80px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5426\u5247\u5207\u5230\u5225\u7684\u5206\u9801\u592a\u4e45\u7684\u8a71colab\u53ef\u80fd\u5f88\u5feb\u5c31\u6703\u76f4\u63a5\u628a\u4f60\u5224\u5b9a\u70ba\u9592\u7f6e\u3001\u7136\u5f8c\u4f60\u5c31\u8981\u91cd\u8dd1\u4e86\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong>3.\u5373\u4f7f\u6c92\u6709\u9592\u7f6e\uff0c\u6700\u591a\u4e5f\u53ea\u80fd\u6301\u7e8c\u8dd112\u500b\u5c0f\u6642\u8d85\u904e\u5c31\u6703\u65b7\u6389\u3002<\/strong><\/span><\/p>\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-745 size-full\" src=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dis.png\" alt=\"runtime disconnected\" width=\"584\" height=\"254\" srcset=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dis.png 584w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dis-300x130.png 300w\" sizes=\"(max-width: 584px) 100vw, 584px\" title=\"\"><\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Google_Colab%E5%9F%BA%E6%9C%AC%E8%A8%AD%E5%AE%9A\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">Google Colab\u57fa\u672c\u8a2d\u5b9a<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"GPU%E8%A8%AD%E5%AE%9A\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">GPU\u8a2d\u5b9a<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9032\u5165\u5f8ccolab\u5f8c\u7b2c\u4e00\u4ef6\u4e8b\u7576\u7136\u662f\u5148\u628aGPU\u958b\u8d77\u4f86\u5566~<\/span><\/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';\"><span style=\"font-weight: 400;\">\u5728\u4e0a\u65b9\u4e00\u6392\u7684\u9078\u55ae\u9ede\u9078Runtime =&gt; Change runtime type =&gt; \u5c07None\u6539\u6210GPU =&gt; Save<\/span><\/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-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"> \u5728code block\u4e2d\u8f38\u5165\u4ee5\u4e0b\u6307\u4ee4\u53ef\u4ee5\u89c0\u770bGPU\u7684\u540d\u7a31\u3001\u904b\u884c\u72c0\u6cc1\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">!nvidia-smi<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u8981\u7279\u5225\u6ce8\u610f\u7684\u662f\uff0c\u5728colab\u88e1\u6307\u4ee4\u524d\u90fd\u8981\u52a0\u4e00\u500b &#8220;!&#8221;<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%80%8B%E4%BA%BA%E5%8C%96%E8%A8%AD%E5%AE%9A\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u500b\u4eba\u5316\u8a2d\u5b9a<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9032\u5165colab\u5f8c\u5728\u53f3\u4e0a\u89d2\u3001\u5e33\u6236\u5716\u50cf\u65c1\u908a\u6709\u4e00\u500b\u8a2d\u5b9a\u7684\u5716\u50cf\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u9ede\u9032\u53bb\u5f8c\u53ef\u4ee5\u8abf\u6574\u4e00\u4e9b\u500b\u4eba\u5316\u8a2d\u5b9a\uff0c<\/span><span style=\"font-weight: 400;\">\u4f8b\u5982\u6539\u9801\u9762\u984f\u8272\u3001\u7e2e\u6392\u8a2d\u5b9a\u3001\u986f\u793a\u884c\u6578\u7b49\u3002<\/span><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4ee5\u4e0b\u5c31\u7a0d\u5fae\u4ecb\u7d39\u5e7e\u500b\u5e38\u7528\u7684\u8a2d\u5b9a\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong>1.\u8abf\u6574\u9801\u9762\u80cc\u666f\u984f\u8272<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">Settings =&gt; Site =&gt; Change theme light to dark<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong>2.\u7e2e\u6392\u8a2d\u5b9a\u548c\u986f\u793a\u884c\u6578<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">Settings =&gt; Editor =&gt; Change indentation width in spaces (\u53ef\u4ee5\u628a2\u6539\u62104)<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">Settings =&gt; Editor =&gt; \u6253\u52feShow line numbers (\u7a0b\u5f0f\u78bc\u5340\u584a\u5c31\u6703\u6709\u884c\u6578)<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><strong>3.\u53ec\u559a\u5c0f\u8c93\u5c0f\u72d7<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">Settings =&gt; Miscellaneous=&gt; \u6253\u52feCorgi\u3001Kitty mode\u5c31\u53ef\u4ee5\u547c\u53eb\u5c0f\u72d7\u5c0f\u8c93\u8b93\u4f60\u5728debug\u7684\u6642\u5019\u7d13\u58d3\u4e00\u4e0b\u5594~<\/span><\/p>\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-746 size-large\" src=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dog-1024x47.png\" alt=\"\" width=\"1024\" height=\"47\" srcset=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dog-1024x47.png 1024w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dog-300x14.png 300w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dog-768x36.png 768w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dog-1536x71.png 1536w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dog-2048x95.png 2048w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/dog-1920x89.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" title=\"\"><\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8R%E8%AA%9E%E8%A8%80\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4f7f\u7528R\u8a9e\u8a00<\/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';\">colab\u4e5f\u652f\u63f4R\u8a9e\u8a00\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u5f9e<a href=\"https:\/\/colab.research.google.com\/notebook#create=true&amp;language=r\" target=\"_blank\" rel=\"noopener noreferrer\">\u9019\u500b\u9023\u7d50<\/a>\u9032\u5165Colab\u4e26\u4e14\u76f4\u63a5\u53ef\u4ee5\u4f7f\u7528R\u8a9e\u8a00\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9019\u9ebc\u4e00\u4f86\u5373\u4f7f\u81ea\u5df1\u96fb\u8166\u6c92\u88ddR\u6216\u662f\u6c92\u5e36\u5230\u96fb\u8166\u4e5f\u80fd\u85c9\u7531\u9023\u7d50\u76f4\u63a5\u4f7f\u7528R colab\u5594\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%A6%82%E4%BD%95%E9%85%8D%E5%90%88%E4%BD%BF%E7%94%A8Google_Drive%E6%AA%94%E6%A1%88\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5982\u4f55\u914d\u5408\u4f7f\u7528Google Drive\u6a94\u6848<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%BE%9E%E9%9B%BB%E8%85%A6%E4%B8%8A%E5%82%B3%E8%B3%87%E6%96%99%E5%88%B0Drive\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5f9e\u96fb\u8166\u4e0a\u50b3\u8cc7\u6599\u5230Drive<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5982\u679c\u8cc7\u6599\u5f88\u5927\u6216\u662f\u6578\u91cf\u592a\u591a(\u4f8b\u5982\u8a13\u7df4\u8cc7\u6599\u662f\u5716\u7247)\uff0c\u5c31\u4e0d\u9069\u5408\u76f4\u63a5\u5f9e\u96f2\u7aef\u786c\u789f\u90a3\u908a\u6309\u6a94\u6848\u4e0a\u50b3\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u56e0\u70ba\u4f60\u6703\u7b49\u5f88\u4e45\u6216\u662f\u5b83\u6703\u76f4\u63a5\u7576\u6389\uff0c\u6240\u4ee5\u4ecb\u7d39\u4e00\u6b3e\u65b9\u4fbf\u7684\u5de5\u5177 : <a href=\"https:\/\/driveuploader.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Drive Uploader<\/a><\/span><span style=\"font-weight: 400;\">\u3002<\/span><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u5b83\u85c9\u7531\u6bcf\u4e00\u500b\u9023\u7d50\u4f5c\u70ba\u4e0a\u50b3\u7a97\u53e3\uff0c\u5c07\u8981\u4e0a\u50b3\u7684\u6771\u897f\u76f4\u63a5\u5c0e<\/span><span style=\"font-weight: 400;\">\u9032\u4f60Google Drive\u6307\u5b9a\u7684\u8cc7\u6599\u593e\u3002<\/span><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5b83\u53ef\u4ee5\u81ea\u52d5\u5e6b\u4f60\u4e00\u6b21\u6027\u5730\u4e0a\u50b3\u5927\u91cf\u3001\u4f60\u751a\u81f3\u53ef\u4ee5\u4e00\u6b21\u591a\u958b\u597d\u5e7e\u500b\u9023\u7d50\u5e73\u884c\u8655\u7406\u8981\u4e0a\u50b3\u7684\u6771\u897f\uff0c\u589e\u52a0\u6548\u7387\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u524d\u63d0\u662f\u7db2\u8def\u4e00\u5b9a\u8981\u7a69\uff0c\u5426\u5247\u6703\u4e0a\u50b3\u5230\u4e00\u534a\u5361\u4f4f\u5728\u90a3\u908a\u4e0d\u52d5\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5177\u9ad4\u64cd\u4f5c\u65b9\u5f0f\u5c31\u662f\u767b\u5165\u4f60\u7684\u5e33\u6236\u3001\u6309\u4e0bCREATE AN UPLOADER\uff0c\u5c31\u6703\u9032\u5165\u4ee5\u4e0b\u756b\u9762\u3002<\/span><\/p>\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-744 size-full\" src=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/create.png\" alt=\"\" width=\"1227\" height=\"316\" srcset=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/create.png 1227w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/create-300x77.png 300w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/create-1024x264.png 1024w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/create-768x198.png 768w\" sizes=\"(max-width: 1227px) 100vw, 1227px\" title=\"\"><\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9ede\u9078CREATE\u5f8c\u5c31\u6703\u9032\u5165Create a new uploader\u7684\u9801\u9762\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\u6709\u7279\u6b8a\u9700\u6c42\u7684\u4eba\u53ef\u4ee5\u9ede\u4e0b\u9762\u7684Advanced settings\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5c31\u6703\u8dd1\u51fa\u4ee5\u4e0b\u756b\u9762\uff0c\u5728title\u6253\u500b\u540d\u5b57\u3001\u5728Destination folder SELECT\u4f60\u8981\u5c0e\u5165\u7684\u8cc7\u6599\u593e\u5c31\u884c\u4e86\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6700\u5f8c\u6309\u4e0bSAVE\u5373\u53ef\u5275\u5efa\u9023\u7d50\u3002<\/span><\/p>\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-751 size-mesmerize-full-hd\" src=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/upl-681x1080.png\" alt=\"\" width=\"681\" height=\"1080\" srcset=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/upl-681x1080.png 681w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/upl-189x300.png 189w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/upl-646x1024.png 646w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/upl-768x1218.png 768w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/upl.png 776w\" sizes=\"(max-width: 681px) 100vw, 681px\" title=\"\"><\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6309\u4e0bSAVE\u5f8c\u87a2\u5e55\u9801\u9762\u5c31\u6703\u986f\u793a\u4e00\u500b\u9023\u7d50\u7d66\u4f60\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u8907\u88fd\u8a72\u9023\u7d50\u4e26\u5728\u65b0\u5206\u9801\u6253\u958b\u5f8c\u5c31\u5230\u9054\u4f60\u7684\u4e0a\u50b3\u9801\u9762\u4e86\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u63a5\u4e0b\u4f86\u5c31\u662f\u628a\u4f60\u8981\u4e0a\u50b3\u7684\u6a94\u6848\u62c9\u9032\u53bb\u3001\u7b49\u5b83\u6162\u6162\u4e0a\u50b3\u5373\u53ef\u3002<\/span><\/p>\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-747 size-full\" src=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/drag.png\" alt=\"\" width=\"1458\" height=\"747\" srcset=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/drag.png 1458w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/drag-300x154.png 300w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/drag-1024x525.png 1024w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/drag-768x393.png 768w\" sizes=\"(max-width: 1458px) 100vw, 1458px\" title=\"\"><\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%B0%87Colab%E9%80%A3%E7%B5%90Drive\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5c07Colab\u9023\u7d50Drive<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u57f7\u884c\u4ee5\u4e0b\u7684\u7a0b\u5f0f\u78bc\u5c31\u6703\u8df3\u51faGoogle\u5e33\u6236\u8a8d\u8b49\uff0c\u9078\u64c7\u4f60\u8cc7\u6599\u5b58\u653e\u7684\u5e33\u6236\u767b\u5165\u4e26\u8907\u88fd\u4e00\u9577\u4e32\u865f\u78bc\u8f38\u5165\u9032\u53bb\u5373\u53ef\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9019\u500b\u529f\u80fd\u5c31\u662f\u8b93\u4f60\u7684colab\u9023\u7d50\u4f60\u7684drive\uff0c\u9019\u9ebc\u4e00\u4f86\u4f60\u5c31\u80fd\u76f4\u63a5\u5f9ecolab\u5b58\u53d6drive\u88e1\u7684\u8cc7\u6599\u3002<\/span><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">from google.colab import drive\r\ndrive.mount('\/content\/drive')<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4ee5\u4e0b\u662f\u5f9eDrive\u8b80csv\u7684\u7bc4\u4f8b\u7a0b\u5f0f\u78bc\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u8981\u7279\u5225\u6ce8\u610f\u7684\u662f\u9700\u8981\u5728\u6a94\u540d\u524d\u52a0\u4e0a\/content\/drive\/My Drive\/\u624d\u8b80\u7684\u5230\u8cc7\u6599\u5594\u3002<\/span><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">import pandas as pd\r\ndf = pd.read_csv('\/content\/drive\/My Drive\/train_df.csv')<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%BE%9EColab%E4%B8%8B%E8%BC%89%E6%AA%94%E6%A1%88%E5%88%B0%E9%9B%BB%E8%85%A6\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5f9eColab\u4e0b\u8f09\u6a94\u6848\u5230\u96fb\u8166<\/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';\"><span style=\"font-weight: 400;\">\u57f7\u884c\u4ee5\u4e0b\u7684\u7a0b\u5f0f\u78bc\u5c31\u53ef\u4ee5\u76f4\u63a5\u81ea\u52d5\u4e0b\u8f09colab\u88e1\u7684\u6a94\u6848\u5230\u4f60\u7684\u96fb\u8166\uff0c<\/span><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u5b83\u7684\u597d\u8655\u662f\u5728\u65bc\u4f60\u4e0d\u7528\u7b49\u5230\u6a94\u6848\u8dd1\u51fa\u4f86\u5f8c\u5728\u624b\u52d5\u4e0b\u8f09\uff0c<\/span><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u53ef\u4ee5\u907f\u514d\u7d93\u904e\u5f88\u4e45\u7d42\u65bc\u8dd1\u5b8c\u3001\u6a94\u6848\u4e5f\u7522\u751f\u4e86\u3001<\/span><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u4f46\u4e4b\u5f8c\u4f86\u4e0d\u53ca\u5148\u628a\u6a94\u6848\u4e0b\u8f09\uff0c<\/span><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u7d50\u679c\u5c31\u88abRuntime disconnected\uff0c\u6a94\u6848\u907a\u5931\u3001\u53ea\u597d\u91cd\u8dd1\u7684\u60c5\u6cc1\u3002<\/span><\/span><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">from google.colab import files\r\ndf.to_csv(\"prediction.csv\")\r\nfiles.download(\"prediction.csv\")<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%BE%9EColab%E5%84%B2%E5%AD%98%E6%AA%94%E6%A1%88%E5%88%B0Drive\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5f9eColab\u5132\u5b58\u6a94\u6848\u5230Drive<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">import pandas as pd\r\ndf.to_csv(\"\/content\/drive\/My Drive\/prediction.csv\")<\/code><\/pre>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u57f7\u884c\u4ee5\u4e0a\u7684\u7a0b\u5f0f\u78bc\u5c31\u53ef\u4ee5\u76f4\u63a5\u81ea\u52d5\u5c07colab\u88e1\u7684\u6a94\u6848\u5b58\u5230\u4f60\u7684Google Drive\u88e1\u3002<\/span><\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%B8%85%E9%99%A4Drive%E4%B8%AD%E9%87%8D%E8%A4%87%E7%9A%84%E6%AA%94%E6%A1%88\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6e05\u9664Drive\u4e2d\u91cd\u8907\u7684\u6a94\u6848<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u76f8\u4fe1\u8b80\u8005\u5011\u6709\u6642\u5019\u53ef\u80fd\u6703\u9047\u5230\u81ea\u5df1\u96f2\u7aef\u786c\u789f\u5feb\u6eff\u4e86\u3001\u5f88\u591a\u91cd\u8986\u4e0a\u50b3\u6216\u4e0b\u8f09\u5230\u7684\u6a94\u6848\u985e\u4f3c\u7684\u60c5\u6cc1\u5427?<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6b64\u6642\u5982\u679c\u9700\u8981\u5728Drive\u88e1\u773e\u591a\u6a94\u6848\u88e1\u5c0b\u627e\u3001\u78ba\u8a8d\u3001\u522a\u9664\u7684\u8a71\u61c9\u8a72\u6703\u89ba\u5f97\u5f88\u6d6a\u8cbb\u6642\u9593\u5427?<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5c24\u5176\u662f\u5728Drive\u88e1\u9762\u4e00\u6b21\u53ea\u6703\u986f\u793a\u4e00\u4e9b\u6a94\u6848\uff0c\u5149\u662f\u60f3\u67e5\u770b\u6bcf\u500b\u6a94\u6848\u6ed1\u9f20\u5c31\u8981\u4e00\u76f4\u4e0b\u62c9\u76f4\u5230\u5e95\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6240\u4ee5\u5728\u9019\u908a\u63a8\u85a6\u4e00\u6b3e\u5de5\u5177 : <a href=\"https:\/\/softgateon.herokuapp.com\/drivecleaner\/\" target=\"_blank\" rel=\"noopener noreferrer\">Duplicate File Finder, Cleaner for Drive<\/a><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5b83\u7684\u64cd\u4f5c\u65b9\u5f0f\u975e\u5e38\u7c21\u55ae\u3001\u76f4\u89ba\uff0c\u767b\u5165\u5e33\u6236\u5f8c\u9078\u64c7\u4f60\u8981\u6aa2\u67e5\u7684\u8cc7\u6599\u593e\u5373\u53ef\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5b83\u5c31\u6703\u958b\u59cb\u5e6b\u4f60\u81ea\u52d5\u6aa2\u67e5\u662f\u5426\u6709\u91cd\u8907\u7684\u6a94\u6848\u3001\u653e\u8457\u7b49\u5b83\u8dd1\u5b8c\u5f8c\u4f60\u5c31\u53ef\u4ee5\u8f15\u8f15\u9b06\u9b06\u5730\u52fe\u9078\u4f60\u8981\u522a\u7684\u6a94\u6848\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u7cfb\u7d71\u5c31\u6703\u81ea\u52d5\u5e6b\u4f60\u5f9e\u4f60\u7684Drive\u88e1\u522a\u6389\u90a3\u500b\u6a94\u6848\u4e86\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%A6%82%E4%BD%95%E5%AE%89%E8%A3%9D%E5%A5%97%E4%BB%B6%E6%88%96%E6%98%AF%E5%88%A5%E4%BA%BA%E7%9A%84GitHub_repo\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5982\u4f55\u5b89\u88dd\u5957\u4ef6\u6216\u662f\u5225\u4eba\u7684GitHub repo<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5176\u5be6\u5e7e\u500b\u77e5\u540d\u5957\u4ef6\u5982scikit-learn\u3001Tensorflow\u3001keras\u3001fastai\uff0c\u8cbc\u5fc3\u7684colab\u90fd\u5df2\u7d93\u5e6b\u4f60\u5b89\u88dd\u597d\u4e86\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u6240\u4ee5\u53ef\u4ee5<\/span><span style=\"font-weight: 400;\">\u76f4\u63a5\u7528\u4ee5\u4e0b\u7a0b\u5f0f\u78bc\u5f15\u5165\u5957\u4ef6\u3002<\/span><\/span><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">import sklearn\r\n\r\nfrom tensorflow import keras\r\n\r\nfrom fastai import *<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BC%89%E5%88%A5%E4%BA%BA%E7%9A%84GitHub_repo\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0b\u8f09\u5225\u4eba\u7684GitHub repo<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\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-750 size-full\" src=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/git.png\" alt=\"clone github\" width=\"607\" height=\"303\" srcset=\"https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/git.png 607w, https:\/\/artificialintelligencepro.com.tw\/wp-content\/uploads\/2020\/05\/git-300x150.png 300w\" sizes=\"(max-width: 607px) 100vw, 607px\" title=\"\"><\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\"><span style=\"font-weight: 400;\">\u4ee5<a href=\"https:\/\/github.com\/ThilinaRajapakse\/simpletransformers\" target=\"_blank\" rel=\"noopener noreferrer\">simpletransformers<\/a>\u70ba\u4f8b\uff0c\u9032\u5165\u9023\u7d50\u5f8c<\/span><span style=\"font-weight: 400;\">\u6309\u4e0bClone or download\u5c31\u6703\u51fa\u73fe\u4e0a\u5716\u7d50\u679c\uff0c<\/span><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u518d\u6309\u5716\u4e2d\u9023\u7d50\u53f3\u908a\u7684\u8907\u88fd\u6309\u7d10\u5373\u53ef\u8907\u88fd\u9023\u7d50\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u63a5\u8457\uff0c\u53ea\u8981\u5c07\u4ee5\u4e0b\u6307\u4ee4\u7684 ___ \u6539\u6210\u525b\u624d\u8907\u88fd\u7684\u9023\u7d50\u7db2\u5740\u4e26\u4e14\u8f38\u5165colab\u4e2d\u5373\u53ef\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400; font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">!git clone ___<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%9DPyTorch%E5%92%8Ctorchvision\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5b89\u88ddPyTorch\u548ctorchvision<\/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';\">\u7406\u8ad6\u4e0a\u662f\u8981\u5728<a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">PyTorch\u5b98\u7db2<\/a>\u4f9d\u7167\u7576\u4e0b\u7684\u72c0\u6cc1\u9078\u64c7\u5c0d\u61c9\u7684\u4e0b\u8f09\u6307\u4ee4\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u8981\u6ce8\u610f\u7684\u662f\u7531\u65bccolab\u662fUbuntu\u7cfb\u7d71\uff0c\u6240\u4ee5\u5728\u8981\u9078Linux\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u9019\u88e1\u5c31\u4ee5\u76ee\u524d2020\/05\u7a69\u5b9a\u7684\u7248\u672c\u70ba\u4f8b\u3002<\/span><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">!pip install torch==1.5.0+cu101 torchvision==0.6.0+cu101 -f https:\/\/download.pytorch.org\/whl\/torch_stable.html<\/code><\/pre>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%9Dsimpletransformers\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u5b89\u88ddsimpletransformers<\/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';\"><a href=\"https:\/\/github.com\/ThilinaRajapakse\/simpletransformers\" target=\"_blank\" rel=\"noopener noreferrer\">simpletransformers<\/a>\u662f\u5efa\u69cb\u5728<a href=\"https:\/\/huggingface.co\/\" target=\"_blank\" rel=\"noopener noreferrer\">Hugging Face<\/a>\u4e0b\u7684\u7c21\u5316\u4f7f\u7528\u5957\u4ef6\uff0c\u4e26\u4e14\u88e1\u9762\u6709\u652f\u63f4\u8a31\u591a\u6a21\u578b\u548cNLP\u4efb\u52d9\uff0c<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u6700\u5927\u7684\u7279\u8272\u7576\u7136\u5c31\u662f<strong><span style=\"color: #ff0000;\">Simple<\/span><\/strong>\uff0c\u5c0d\u521d\u5b78\u81ea\u7136\u8a9e\u8a00\u8655\u7406(NLP)\u7684\u4eba\u662f\u5f88\u53cb\u5584\u3001\u65b9\u4fbf\u7684\u5957\u4ef6\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4f60\u53ef\u4ee5<strong><span style=\"color: #ff0000;\">\u7528\u7c21\u6f54\u7684\u7a0b\u5f0f\u78bc\u8f15\u9b06\u8abf\u7528\u5404\u7a2e\u6700\u65b0\u63a8\u51fa\u7684NLP\u5de8\u4eba\u6a21\u578b<\/span><\/strong>(\u5982BERT\u3001ELECTRA\u3001T5\u7b49\u7b49)\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u662f\u5c0d\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u6709\u8208\u8da3\u7684\u8b80\u8005\u6700\u597d\u7684\u52a9\u624b\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u90a3\u9ebc\u5ee2\u8a71\u4e0d\u591a\u8aaa\uff0c\u4e00\u8d77\u4f86\u5b89\u88dd\u5427\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 1<\/p><\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u57f7\u884c\u4ee5\u4e0b\u7a0b\u5f0f\u78bc\u5b89\u88ddapex\u3002<\/span><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">%%writefile setup.sh\r\n\r\ngit clone https:\/\/github.com\/NVIDIA\/apex\r\ncd apex\r\npip install -v --no-cache-dir .\/\r\n\r\n!sh setup.sh<\/code><\/pre>\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';\">\u57f7\u884c\u4ee5\u4e0b\u6307\u4ee4\u5b89\u88ddsimpletransformers\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">!pip install simpletransformers<\/span><\/p>\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%E6%BA%96%E5%82%99%E5%A5%BD%E8%B8%8F%E5%87%BA%E5%AF%A6%E4%BD%9C%E7%9A%84%E7%AC%AC%E4%B8%80%E6%AD%A5%E4%BA%86%E5%97%8E\"><\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4f60\u6e96\u5099\u597d\u8e0f\u51fa\u5be6\u4f5c\u7684\u7b2c\u4e00\u6b65\u4e86\u55ce?<\/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';\">\u672c\u6587\u4ecb\u7d39\u4e86\u4e0d\u5c11colab\u7684\u5e38\u898b\u7684\u4f7f\u7528\u65b9\u5f0f\uff0c\u5df2\u7d93\u9810\u5148\u5e6b\u4f60\u9664\u53bb\u5f88\u591a\u81ea\u5df1\u6478\u7d22\u7684\u5730\u96f7\u4e86\u3002<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u73fe\u5728\u4f60\u8a72\u77e5\u9053\u7684\u90fd\u77e5\u9053\u4e86\uff0c<\/span><span style=\"font-family: \u5fae\u8edf\u6b63\u9ed1\u9ad4, 'Microsoft JhengHei';\">\u4e0b\u4e00\u6b65\u5c31\u662f\u8d95\u5feb\u6253\u958bcolab\u958b\u59cb\u52d5\u624b\u5be6\u4f5c\u4f60\u6709\u8208\u8da3\u7684\u4e3b\u984c\u5427\u3002<\/span><\/p>\n<p>&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>\u7528\u81ea\u5df1\u7684\u96fb\u8166\u8a13\u7df4\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u6709\u9ede\u9ebb\u7169 \u5927\u90e8\u5206\u4eba\u7684\u96fb\u8166\u4e00\u822c\u898f\u683c\u4e0d\u6703\u7279\u5730\u70ba\u4e86\u8981\u8a13\u7df4\u6a21\u578b\u800c\u7279\u5225\u9078\u64c7\uff0c \u6240\u4ee5\uff0c\u5982\u679c\u8981\u5728&hellip; <br \/> <a class=\"read-more\" href=\"https:\/\/artificialintelligencepro.com.tw\/google-colab\/\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":753,"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\/752"}],"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=752"}],"version-history":[{"count":0,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/posts\/752\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/media\/753"}],"wp:attachment":[{"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/media?parent=752"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/categories?post=752"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/artificialintelligencepro.com.tw\/wp-json\/wp\/v2\/tags?post=752"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}