{"id":19049,"date":"2021-07-21T00:40:36","date_gmt":"2021-07-20T16:40:36","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=19049"},"modified":"2021-08-16T11:31:48","modified_gmt":"2021-08-16T03:31:48","slug":"%e3%80%90ai60%e5%95%8f%e3%80%91q40ai%e6%b7%b1%e5%ba%a6%e5%ad%b8%e7%bf%92%e9%96%8b%e7%99%bc%e5%b7%a5%e5%85%b7%e6%9c%89%e5%93%aa%e4%ba%9b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=19049","title":{"rendered":"\u3010AI60\u554f\u3011Q40AI\u6df1\u5ea6\u5b78\u7fd2\u958b\u767c\u5de5\u5177\u6709\u54ea\u4e9b\uff1f"},"content":{"rendered":"\n<p>\u7576\u6211\u5011\u958b\u59cb\u9032\u5165\u6df1\u5ea6\u5b78\u7fd2\u4e16\u754c\u6642\uff0c\u6700\u5e38\u6703\u60f3\u77e5\u9053\u7684\u5c31\u662f\uff0c\u5230\u5e95\u8981\u6311\u9078\u54ea\u4e00\u7a2e\u6846\u67b6\u4f86\u5165\u9580\uff1f<\/p>\n\n\n\n<p>\u6709\u5982\u571640-1\u548c\u8868\u683c40-1\u986f\u793a\uff0c\u76ee\u524d\u5728\u6700\u5927\u7684\u958b\u6e90\u793e\u7fa4Github\u4e0a\uff0c\u53ef\u5df2\u627e\u523020\u7a2e\u661f\u661f\u6578\u8d85\u904e\u4e00\u5343\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff0c\u5305\u542b\uff1aTensorFlow\u3001Keras\u3001Caffe\u3001PyTorch\u3001CNTK\u3001MXNet\u3001DL4J\u3001Theano\u3001Torch7\u3001Caffe2\u3001Paddle\u3001DSSTNE\u3001tiny-dnn\u3001Chainer\u3001neon\u3001ONNX\u3001BigDL\u3001DyNet\u3001brainstorm\u3001CoreML&#8230;\u7b49\u3002<\/p>\n\n\n\n<p>\u800c\u6392\u540d\u7b2c\u4e00\u7684TensorFlow\u66f4\u6709\u5c07\u8fd110\u842c\u500b\u661f\u661f\uff0c\u53ef\u4ee5\u5f97\u77e5\uff0c\u6df1\u5ea6\u5b78\u7fd2\u53d7\u5230\u5927\u5bb6\u95dc\u6ce8\u7576\u9078\u64c7\u6df1\u5ea6\u6846\u67b6\u6642\uff0c\u6211\u5011\u80fd\u5f9e\u4ee5\u4e0b\u5e7e\u500b\u9762\u5411\u4f86\u8003\u616e\uff0c\u5c07\u5206\u5225\u4ecb\u7d39\u4ee5\u4e0b\u516d\u500b\u9762\u5411\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>*\u661f\u661f\u6392\u540d\uff1a<\/strong>\u5728 GitHub \u4e0a\uff0c\u6709\u8d8a\u591a\u661f\u661f\u3001\u548c\u5206\u652f\u7684\u9805\u76ee\uff0c\u8868\u793a\u6709\u8d8a\u591a\u7684\u958b\u767c\u8005\u9078\u64c7\u9019\u500b\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u3002\u661f\u661f\u5c31\u985e\u4f3c\u6309\u8b9a\u6578\u3001\u6536\u85cf\u6578\u3002<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"858\" height=\"170\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-1.png\" alt=\"\" class=\"wp-image-19051\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-1.png 858w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-1-300x59.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-1-768x152.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-1-585x116.png 585w\" sizes=\"(max-width: 858px) 100vw, 858px\" \/><figcaption> <br \/><strong>\u571640-1 \u5e38\u898b\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff08\u5716\u7247\u4f86\u6e90\uff1aOmniXRI\u6574\u7406\u88fd\u4f5c\uff09<\/strong> <\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u5167\u5bb9\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\" aria-label=\"\u986f\u793a\/\u96b1\u85cf\u5167\u5bb9\u76ee\u9304\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><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><\/span><\/span><\/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:\/\/blog.tibame.com\/?p=19049\/#1%E3%80%81%E7%A8%8B%E5%BC%8F%E8%AA%9E%E8%A8%80\" >1\u3001\u7a0b\u5f0f\u8a9e\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.tibame.com\/?p=19049\/#2%E3%80%81%E5%9F%B7%E8%A1%8C%E5%B9%B3%E5%8F%B0\" >2\u3001\u57f7\u884c\u5e73\u53f0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.tibame.com\/?p=19049\/#3%E3%80%81%E6%A8%A1%E5%9E%8B%E6%94%AF%E6%8F%B4\" >3\u3001\u6a21\u578b\u652f\u63f4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/blog.tibame.com\/?p=19049\/#4%E3%80%81%E6%A1%86%E6%9E%B6%E8%BD%89%E6%8F%9B\" >4\u3001\u6846\u67b6\u8f49\u63db<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/blog.tibame.com\/?p=19049\/#5%E3%80%81%E7%A4%BE%E7%BE%A4%E6%94%AF%E6%8F%B4\" >5\u3001\u793e\u7fa4\u652f\u63f4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/blog.tibame.com\/?p=19049\/#6%E3%80%81%E5%85%AD%E7%A8%AE%E4%B8%BB%E6%B5%81%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E6%A1%86%E6%9E%B6%E7%9A%84%E6%B4%BB%E8%BA%8D%E5%BA%A6\" >6\u3001\u516d\u7a2e\u4e3b\u6d41\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u7684\u6d3b\u8e8d\u5ea6<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1%E3%80%81%E7%A8%8B%E5%BC%8F%E8%AA%9E%E8%A8%80\"><\/span><strong>1<\/strong>\u3001\u7a0b\u5f0f\u8a9e\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7b2c\u4e00\u6b65\uff0c\u958b\u767c\u6642\u6240\u4f7f\u7528\u7684\u7a0b\u5f0f\u8a9e\u8a00\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>C++\uff1a\u8981\u57f7\u884c\u300c\u8a13\u7df4\u300d\u53ca\u300c\u63a8\u8ad6\u300d\u6548\u7387\u8f03\u597d<\/li><li>Python\uff1a\u4e0a\u624b\u5bb9\u6613\u3001\u652f\u63f4\u6027\u5f37\uff0c\u5f9e\u571640-2\u4e2d\u53ef\u770b\u51fa\u6709\u5c07\u8fd1\u56db\u5206\u4e4b\u4e09\u7684\u6846\u67b6\u90fd\u652f\u63f4 Python<\/li><li>Java\uff1a\u7fd2\u6163\u4f7f\u7528\uff0c\u5927\u6982\u53ea\u6709TensorFlow\u3001DL4J\u548cMXNet\u9019\u4e09\u500b\u53ef\u9078\u64c7<\/li><li>OpenCL\u6216Nvidia\u7684CUDA\uff0fcuDNN\uff1a\u6539\u5584\u5e95\u5c64\u6548\u7387\uff0c\u53ef\u8003\u616e\u7684\u786c\u9ad4<\/li><\/ul>\n\n\n\n<p>\u3010\u76f8\u95dc\u8ab2\u7a0b\u3011<a href=\"https:\/\/www.tibame.com\/course\/1441\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u5feb\u901f\u95d6\u95dc Python \u8a9e\u6cd5\u4e16\u754c\uff0c\u7a0b\u5f0f\u5be6\u4f5c\u4e0d\u982d\u75db (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">\u5feb\u901f\u95d6\u95dc Python \u8a9e\u6cd5\u4e16\u754c\uff0c\u7a0b\u5f0f\u5be6\u4f5c\u4e0d\u982d\u75db<\/a><\/p>\n\n\n\n<p>\u76ee\u524d\u6709\u4e00\u4e9b\u6846\u67b6\uff08\u5982TensorFlow\u3001Caffe\u7b49\uff09\u5e95\u5c64\u662fC++\uff0c\u61c9\u7528\u5c64API\u662f\u7528Python\uff0c\u9019\u985e\u6846\u67b6\u80fd\u53d6\u5f97\u4e0d\u932f\u7684\u958b\u767c\u53ca\u57f7\u884c\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1000\" height=\"733\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-2.png\" alt=\"\" class=\"wp-image-19052\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-2.png 1000w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-2-300x220.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-2-768x563.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-1-2-585x429.png 585w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><figcaption>\u571640-2 \u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u6bd4\u8f03\u8868\uff08\u5716\u7247\u4f86\u6e90\uff1aOmniXRI\u6574\u7406\u88fd\u4f5c\uff0c\u5ed6\u5ead\u5100\u91cd\u88fd\uff1b\u7d71\u8a08\u65e5\u671f\uff1a2018\uff0f05\uff0f02\uff09 <\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2%E3%80%81%E5%9F%B7%E8%A1%8C%E5%B9%B3%E5%8F%B0\"><\/span><strong>2\u3001\u57f7\u884c\u5e73\u53f0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u63a5\u8457\uff0c\u8981\u8003\u616e\u53ef\u57f7\u884c\u7684\u4f5c\u696d\u7cfb\u7d71\u53ca\u786c\u9ad4\uff08CPU\u3001GPU\uff09\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\u5927\u591a\u6578\u7684\u6846\u67b6\u90fd\u662f\u5728Linux CPU+GPU\u7684\u74b0\u5883\u4e0b\u57f7\u884c\uff0c\u90e8\u4efd\u6709\u652f\u63f4\u55ae\u6a5f\u591aCPU\uff08\u591a\u57f7\u884c\u7dd2\uff09\u6216\u591aGPU\u5354\u540c\u8a08\u7b97\u4ee5\u52a0\u901f\u57f7\u884c\u6642\u9593\uff0c\u50cfTensorFlow\u3001CNTK\u3001DL4J\u3001MXNet&#8230;\u7b49\u6846\u67b6\u9084\u6709\u652f\u63f4\u53e2\u96c6\uff08Cluster\uff09\u904b\u7b97\u3002<\/p>\n\n\n\n<p>\u8a31\u591a\u96f2\u7aef\u670d\u52d9\u5546\uff08Google\u3001Amazon\u3001Microsoft&#8230;\u7b49\uff09\u90fd\u63a1\u53d6\u9019\u985e\u7d44\u5408\uff0c\u65b9\u4fbf\u4f48\u7f72\u958b\u767c\u597d\u7684\u61c9\u7528\u7a0b\u5f0f\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u4e5f\u6709\u4e9b\u975e\u4e3b\u6d41\u7684\u6846\u67b6\uff08\u5982\uff1atiny-dnn\uff09\u53ea\u652f\u63f4CPU\u800c\u4e0d\u652f\u63f4GPU\uff0c\u9019\u985e\u6846\u67b6\u7684\u597d\u8655\u5c31\u662f\u79fb\u690d\u6027\u8f03\u5f37\uff0c\u4f46\u5de5\u4f5c\u6548\u7387\u5f88\u5dee\uff0c\u8f03\u9069\u5408\u5c0f\u578b\u7cfb\u7d71\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Windows\uff1a\u82f1\u7279\u723e\uff08Intel\uff09\u7684BigDL \u3001\u5fae\u8edf\uff08Microsoft\uff09\u7684CNTK<\/li><li>Macbook\uff1a\u4f7f\u7528CoreML<\/li><li>Linux\/Windows\/Mac\/Android\uff1aGoogle\u7684TensorFlow\uff0c\u6210\u70ba\u958b\u6e90\u6392\u884c\u699c\u7b2c\u4e00\u540d<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3%E3%80%81%E6%A8%A1%E5%9E%8B%E6%94%AF%E6%8F%B4\"><\/span><strong>3\u3001\u6a21\u578b\u652f\u63f4<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u76ee\u524d\u5e38\u898b\u7684\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u6709\u56db\u7a2e\uff0c\u5305\u542b\uff1a\u76e3\u7763\u578b\uff08\u5982CNN\uff09\u3001\u6642\u5e8f\u578b\uff08\u5982RNN\uff0fLSTM\uff09\u3001\u589e\u5f37\u5b78\u7fd2\uff08\u5982Q-Learning\uff09\u3001\u8f49\u79fb\u5b78\u7fd2\u3001\u5c0d\u6297\u751f\u6210\uff08GAN\uff09\u7b49\uff0c\u4f46\u4e0d\u662f\u6bcf\u500b\u6846\u67b6\u90fd\u80fd\u5168\u90e8\u652f\u63f4\u3002<\/p>\n\n\n\n<p>\u3010\u76f8\u95dc\u8ab2\u7a0b\u3011<a href=\"https:\/\/www.tibame.com\/course\/1442\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u8f15\u9b06\u8b93\u4f60\u4e00\u624b\u638c\u63e1\u8cc7\u6599\u79d1\u5b78\u5be6\u4f5c 10 \u5927\u6280\u5de7 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">\u8f15\u9b06\u8b93\u4f60\u4e00\u624b\u638c\u63e1\u8cc7\u6599\u79d1\u5b78\u5be6\u4f5c 10 \u5927\u6280\u5de7<\/a><\/p>\n\n\n\n<p>\u8209\u500b\u4f8b\u5b50\uff1a\u8001\u724c\u7684Caffe\u9069\u5408\u505a\u76e3\u7763\u578b\u5b78\u7fd2\uff0c\u4f46\u5c0d\u65bc\u6642\u5e8f\u578b\u5b78\u7fd2\u5c31\u4e0d\u592a\u5408\u9069\uff0c\u9047\u5230\u5c0d\u6297\u751f\u6210\u6a21\u578b\u6642\u5c31\u66f4\u4f7f\u4e0d\u4e0a\u529b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\">*Caffe\uff1a\u7b2c\u4e00\u500b\u4e3b\u6d41\u7684\u5de5\u696d\u7d1a\u6df1\u5ea6\u5b78\u7fd2\u5de5\u5177\u3002<br \/>\u5b83\u65bc2013\u5e74\u5e95\u958b\u555f\uff0c\u7531 UC Berkely\u7684<a href=\"https:\/\/www.eecs.berkeley.edu\/~jiayq\/\">Yangqing&nbsp;Jia<\/a>\u8001\u5e2b\u7de8\u5beb\u548c\u7dad\u8b77<br \/>\u80fd\u5be6\u73fe\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u3002\u5728\u8a08\u7b97\u6a5f\u8996\u89ba\u9818\u57dfCaffe\u4f9d\u7136\u662f\u71b1\u9580\u7684\u5de5\u5177\u5305\u3002<br \/>\u6709\u5f88\u591a\u64f4\u5145\u5957\u4ef6\uff0c\u4f46\u6709\u4e00\u4e9b\u907a\u7559\u7684\u67b6\u69cb\u554f\u984c\uff0c<br \/>\u4e0d\u5920\u9748\u6d3b\u4e14\u5c0d\u905e\u8ff4\u7db2\u8def\u548c\u8a9e\u8a00\u5efa\u6a21\u7684\u652f\u63f4\u5f88\u5dee\u3002<\/pre>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4%E3%80%81%E6%A1%86%E6%9E%B6%E8%BD%89%E6%8F%9B\"><\/span><strong>4\u3001\u6846\u67b6\u8f49\u63db<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7576\u9047\u5230\u9700\u8981\u4e32\u63a5\u4e0d\u540c\u5e73\u53f0\u6216\u6846\u67b6\u6642\uff0c\u5247\u8981\u8003\u616e\u9078\u7528\u5177\u6709\u63d0\u4f9b\u8de8\u6846\u67b6\u529f\u80fd\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\u6709\u4e09\u5927\u9663\u71df\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Keras\uff1a\u652f\u63f4TensorFlow\u3001Theano\u3001MXNet\u3001DL4J\u3001CNTK\uff0c<\/li><li>\u5fae\u8edf\u548cFacebook\u806f\u76df\u63a8\u51faONNX\uff1a\u53ef\u652f\u63f4Caffe2\u3001CNTK\u3001PyTorch<\/li><li>Google\u7684TensorFlow\uff1a\u672a\u52a0\u5165\u806f\u76df<\/li><\/ul>\n\n\n\n<p>\u53e6\u5916\uff0c\u96d6\u7136\u6846\u67b6\u4e4b\u9593\u53ef\u4ee5\u8f49\u63db\uff0c\u4f46\u4e0d\u4ee3\u8868\u8f49\u63db\u5f8c\u7684\u57f7\u884c\u6548\u7387\u6703\u548c\u76f4\u63a5\u4f7f\u7528\u67d0\u500b\u6846\u67b6\u4e00\u6a23\u597d\uff0c\u6b64\u6642\u53ea\u80fd\u4f9d\u5be6\u969b\u9700\u6c42\u4f86\u53d6\u6368\u662f\u5426\u62ff\u5f48\u6027\u63db\u53d6\u6548\u80fd\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5%E3%80%81%E7%A4%BE%E7%BE%A4%E6%94%AF%E6%8F%B4\"><\/span><strong>5\u3001\u793e\u7fa4\u652f\u63f4<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6700\u5f8c\uff0c\u8981\u8003\u616e\u9078\u7528\u7684\u6846\u67b6\u793e\u7fa4\u662f\u5426\u6d3b\u8e8d\u3001\u662f\u5426\u5f88\u4e45\u6c92\u6709\u7dad\u8b77\/\u5347\u7d1a\uff0c\u751a\u81f3\u88ab\u9810\u544a\u5373\u5c07\u6dd8\u6c70\u3002<\/p>\n\n\n\n<p>\u50cfTheano\u96d6\u7136\u529f\u80fd\u5f37\u5927\u4e5f\u6709\u5f88\u591a\u4eba\u5728\u7528\uff0c\u4f46\u76ee\u524d\u78ba\u5b9a\u5df2\u4e0d\u518d\u66f4\u65b0\u7248\u672c\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u5c0d\u65bc\u82f1\u6587\u4e0d\u597d\u7684\u670b\u53cb\uff0c\u9078\u7528\u6846\u67b6\u7684\u793e\u7fa4\u8a0e\u8ad6\u5340\u3001\u6587\u5b57\u6559\u7a0b\u3001\u64cd\u4f5c\u5f71\u7247&#8230;\u7b49\u662f\u5426\u6709\u4e2d\u6587\u652f\u63f4\u4e5f\u662f\u5f88\u91cd\u8981\u7684\uff0c\u4ee5\u514d\u9047\u5230\u554f\u984c\u7121\u6cd5\u6c42\u6551\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6%E3%80%81%E5%85%AD%E7%A8%AE%E4%B8%BB%E6%B5%81%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E6%A1%86%E6%9E%B6%E7%9A%84%E6%B4%BB%E8%BA%8D%E5%BA%A6\"><\/span>6\u3001<strong>\u516d\u7a2e\u4e3b\u6d41\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u7684\u6d3b\u8e8d\u5ea6<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u800c\u5c0d\u6e96\u5099\u5165\u9580\u6df1\u5ea6\u5b78\u7fd2\u7684\u4eba\u4f86\u8aaa\uff0c\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u5728 GitHub\u4e0a\u7684\u6d3b\u8e8d\u5ea6\u53ef\u4ee5\u4f5c\u70ba\u4e00\u500b\u91cd\u8981\u7684\u53c3\u8003\u6307\u6a19\u3002<\/p>\n\n\n\n<p>\u7e3d\u4e4b\uff0c\u5728 2019\u5e74\u7684GitHub\u4e0a\u5404\u500b\u4e3b\u6d41\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u7684\u6d3b\u8e8d\u5ea6\uff0c\u4ee5\u53ca\u5b83\u5011\u5c0d\u7a0b\u5f0f\u8a9e\u8a00\u548c\u7cfb\u7d71\u7684\u652f\u63f4\u60c5\u6cc1\uff0c\u5982\u4e0b\u571640-3\u6240\u986f\u793a\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u5c07\u91dd\u5c0d\u9019\u516d\u500b\u4e3b\u6d41\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff0c\u505a\u8fd1\u4e00\u6b65\u7684\u8aaa\u660e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1000\" height=\"594\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-2.png\" alt=\"\" class=\"wp-image-19053\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-2.png 1000w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-2-300x178.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-2-768x456.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_40-2-585x347.png 585w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><figcaption>\u571640-3 \u4e3b\u6d41\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u7684\u6d3b\u8e8d\u5ea6  (\u4f86\u6e90\uff1aTW511\u6559\u5b78\u7db2)<\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">1\u3001TensorFlow<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"http:\/\/ http:\/\/github.com\/malmaud\/TensorFlow.jl\">Julia<\/a><\/li><li><a href=\"http:\/\/github.com\/node-tensorflow\/node-tensorflow\">Node.js<\/a><\/li><li><a href=\"http:\/\/github.com\/rstudio\/tensorflow\">R<\/a><\/li><\/ul>\n\n\n\n<p>Google\u958b\u6e90\u7684\u7b2c\u4e8c\u4ee3\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\uff0c\u88ab\u4f7f\u7528\u5728Google\u641c\u5c0b\u3001\u5f71\u50cf\u8fa8\u8b58\u3001\u90f5\u4ef6\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u3002\u5b83\u662f\u5c07\u8907\u96dc\u7684\u6578\u64da\u7d50\u69cb\uff0c\u50b3\u8f38\u81f3\u4eba\u5de5\u667a\u6167\u795e\u7d93\u7db2\u4e2d\u9032\u884c\u5206\u6790\u548c\u8655\u7406\u904e\u7a0b\u7684\u7cfb\u7d71\u3002<\/p>\n\n\n\n<p>RNN\uff08\u905e\u8ff4\u795e\u7d93\u7db2\u8def\uff09API\u548c\u5be6\u73fe\uff0c\u4f7f\u7528\u5411\u91cf\u904b\u7b97\u7684\u7b26\u865f\u5716\u65b9\u6cd5\uff0c\u8b93\u65b0\u7db2\u8def\u7684\u6307\u5b9a\u8b8a\u5f97\u7c21\u55ae\uff0c\u652f\u63f4\u5feb\u901f\u958b\u767c\u3002<\/p>\n\n\n\n<p>\u7279\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Tensor\uff08\u5f35\u91cf\uff09\u6307N\u7dad\u6578\u7d44\uff0cFlow\uff08\u6d41\uff09\u5247\u662f\u57fa\u65bc\u6578\u64da\u6d41\u5716\u7684\u8a08\u7b97\uff0cTensorFlow\u662f\u5f35\u91cf\u5f9e\u5716\u50cf\u7684\u4e00\u7aef\u6d41\u52d5\u5230\u53e6\u4e00\u7aef\u7684\u8a08\u7b97\u904e\u7a0b<\/li><li>TensorFlow \u8868\u9054\u9ad8\u5c64\u6b21\u7684\u6a5f\u5668\u5b78\u7fd2\u8a08\u7b97\uff0c\u4f7f\u7528\u65bc\uff1a\u8a9e\u97f3\u8b58\u5225\u3001\u5716\u50cf\u8b58\u5225&#8230;\u7b49\u591a\u9805\u6a5f\u5668\u6df1\u5ea6\u5b78\u7fd2\u9818\u57df<\/li><li>\u6bd4\u8d77\u7b2c\u4e00\u4ee3\u6df1\u5ea6\u5b78\u7fd2\u57fa\u790e\u67b6\u69cbDistBelief\uff0cTensor\u9032\u884c\u5404\u65b9\u9762\u6539\u9032\uff0c\u53ef\u5728\u4e0d\u540c\u8a2d\u5099\u4e0a\u904b\u884c\uff0c\u5982\uff1a\u667a\u6167\u578b\u624b\u6a5f\u3001\u6578\u5343\u53f0\u6578\u64da\u4e2d\u5fc3\u4f3a\u670d\u5668<\/li><li>TensorFlow \u5b8c\u5168\u958b\u6e90<\/li><\/ul>\n\n\n\n<p>\u7f3a\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u901f\u5ea6\u6162\uff0c\u6bd4\u8d77Torch\u8a18\u61b6\u9ad4\u4f54\u7528\u5927<\/li><\/ul>\n\n\n\n<p>\u3010\u76f8\u95dc\u8ab2\u7a0b\u3011<a href=\"https:\/\/www.tibame.com\/course\/1387\" target=\"_blank\" rel=\"noreferrer noopener\">\u63d0\u5347 AI \u5be6\u4f5c\u80fd\u529b\u5fc5\u5099\uff0c\u6df1\u5ea6\u5b78\u7fd2 TensorFlow \u57fa\u790e\u8207\u61c9\u7528<\/a><\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2\u3001Keras<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"http:\/\/keras.io\">Keras \u5b98\u65b9\u7db2\u5740<\/a><\/li><li><a href=\"http:\/\/github.com\/fchollet\/keras\">Keras GitHub<\/a><\/li><\/ul>\n\n\n\n<p>Keras \u662f\u4e00\u500b\u7c21\u7d04\u7684\u3001\u9ad8\u5ea6\u6a21\u584a\u5316\u7684\u795e\u7d93\u7db2\u7d61\u5eab\uff0c\u662f\u57fa\u65bcTheano\u7684\u4e00\u500b\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u3001\u8a2d\u8a08\u53c3\u8003Torch\u3001\u7528Python\u8a9e\u8a00\u7de8\u5beb\u3002\u4e3b\u8981\u662f\u8b93\u4f7f\u7528\u8005\u9032\u884c\u6700\u5feb\u901f\u7684\u539f\u672c\u5be6\u9a57\uff0c\u628a\u60f3\u6cd5\u8f49\u70ba\u7d50\u679c\u7684\u9019\u500b\u904e\u7a0b\u6700\u77ed\u3002<\/p>\n\n\n\n<p>\u7279\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4f7f\u7528\u7c21\u55ae\u3001\u5feb\u901f\u5be6\u73fe\u539f\u7406<\/li><li>\u652f\u63f4\u5377\u7a4d\u7db2\u7d61\u548c\u905e\u6b78\u7db2\u7d61\uff0c\u53ca\u5169\u8005\u7d44\u5408<\/li><li>\u652f\u6301GPU\u548cCPU<\/li><li>\u652f\u6301\u4efb\u610f\u9023\u63a5\u65b9\u5f0f\uff0c\u5305\u62ec\u591a\u8f38\u5165\u3001\u591a\u8f38\u51fa\u8a13\u7df4<\/li><li>\u6a21\u7d44\u7c21\u6f54\u6613\u61c2\u3001\u53ef\u914d\u7f6e\u3001\u53ef\u96a8\u610f\u63d2\u62d4\uff0c \u57fa\u672c\u4e0a\u6c92\u6709\u4efb\u4f55\u4f7f\u7528\u9650\u5236<\/li><\/ul>\n\n\n\n<p>Keras\u5eab\u8207\u5176\u4ed6\u63a1\u7528Theano\u5eab\u7684\u5dee\u7570\u662f\uff1a<br \/>\u7de8\u78bc\u98a8\u683c\u7c21\u7d04\u3001\u6e05\u6670\u3002\u5b83\u628a\u6240\u6709\u7684\u8981\u9ede\u4f7f\u7528\u5c0f\u985e\u5c01\u88dd\u8d77\u4f86\uff0c\u5f88\u5bb9\u6613\u7d44\u5408\uff0c\u4e26\u5275\u9020\u51fa\u5168\u65b0\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u3010\u76f8\u95dc\u8ab2\u7a0b\u3011<a href=\"https:\/\/www.tibame.com\/course\/1387\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u63d0\u5347 AI \u5be6\u4f5c\u80fd\u529b\u5fc5\u5099\uff0c\u6df1\u5ea6\u5b78\u7fd2 TensorFlow \u57fa\u790e\u8207\u61c9\u7528 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">\u63d0\u5347 AI \u5be6\u4f5c\u80fd\u529b\u5fc5\u5099\uff0c\u6df1\u5ea6\u5b78\u7fd2 TensorFlow \u57fa\u790e\u8207\u61c9\u7528<\/a><\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3\u3001PyTorch<\/strong><\/h4>\n\n\n\n<p>Facebook\u5f37\u529b\u63a8\u85a6\uff0c\u76ee\u524d\u5df2\u6709\u5341\u591a\u5e74\uff0c\u662f\u4e00\u500b\u5ee3\u6cdb\u652f\u6301\u6a5f\u5668\u5b78\u7fd2\u7b97\u6cd5\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u4e3b\u8981\u958b\u767c\u8a9e\u8a00\u662fC\u548cLua\uff0c\u5177\u6709\u8f03\u597d\u7684\u9748\u6d3b\u6027\u548c\u901f\u5ea6\uff0c\u5b83\u5be6\u73fe\u4e26\u4e14\u512a\u5316\u4e86\u57fa\u672c\u7684\u8a08\u7b97\u55ae\u5143\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u5f88\u7c21\u55ae\u5730\u5728\u6b64\u57fa\u790e\u4e0a\u5be6\u73fe\u6f14\u7b97\u6cd5\uff0c\u4e0d\u7528\u6d6a\u8cbb\u7cbe\u529b\u5728\u8a08\u7b97\u512a\u5316\u4e0a\u9762\u3002\u6838\u5fc3\u7684\u8a08\u7b97\u55ae\u5143\u4f7f\u7528C\u6216\u8005cuda\u505a\u4e86\u5f88\u597d\u7684\u512a\u5316\uff0c\u5728\u6b64\u57fa\u790e\u4e4b\u4e0a\uff0c\u4f7f\u7528lua\u69cb\u5efa\u4e86\u5e38\u898b\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u7279\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5177\u6709\u5f37\u5927\u7684n\u7dad\u6578\u7d44<\/li><li>\u5177\u6709\u8c50\u5bcc\u7684\u7d22\u5f15\u3001\u5207\u7247\u548ctransposing\u7684\u6b77\u7a0b<\/li><li>\u901a\u904eLuaJIT\u7684C\u63a5\u53e3<\/li><li>\u7dda\u6027\u4ee3\u6578\u4f8b\u7a0b<\/li><li>\u57fa\u65bc\u80fd\u91cf\u7684\u795e\u7d93\u7db2\u7d61\u6a21\u578b<\/li><li>\u6578\u503c\u512a\u5316\u4f8b\u7a0b<\/li><li>\u652f\u6301\u5feb\u901f\u9ad8\u6548\u7684GPU<\/li><li>\u53ef\u79fb\u690d\u5d4c\u5165\u5230iOS\u3001Android\u548cFGPA\u5e73\u53f0<\/li><\/ul>\n\n\n\n<p>\u7f3a\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4ecb\u9762\u70balua\u8a9e\u8a00\uff0c\u9700\u8981\u4e00\u9ede\u6642\u9593\u4f86\u5b78\u7fd2<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4\u3001MXNet<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"http:\/\/mxnet.io\">MXNet \u5b98\u7db2\u7db2\u5740<\/a><\/li><li><a href=\"http:\/\/github.com\/dmlc\/mxnet\">MXNet GitHub<\/a><\/li><\/ul>\n\n\n\n<p>MXNet\u662f\u4e00\u500b\u8f15\u91cf\u5316\u5206\u5e03\u5f0f\u53ef\u79fb\u690d\u7684\u6df1\u5ea6\u5b78\u7fd2\u8a08\u7b97\u5e73\u53f0\uff0c\u5b83\u652f\u6301\u591a\u6a5f\u591a\u7bc0\u9ede\u3001\u591aGPU\u7684\u8a08\u7b97\u3002<\/p>\n\n\n\n<p>\u5b83\u8b93\u4f7f\u7528\u8005\u53ef\u4ee5\u6df7\u5408\u4f7f\u7528\u7b26\u865f\u7a0b\u5f0f\u8a2d\u8a08\u6a21\u5f0f\u548c\u6307\u4ee4\u5f0f\u7a0b\u5f0f\u8a2d\u8a08\u6a21\u5f0f\u4f86\u505a\u6700\u5927\u5316\u6548\u7387\u548c\u9748\u6d3b\u6027\uff0c\u76ee\u524d\u662fAWS\u5b98\u65b9\u63a8\u85a6\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u5b83\u662f\u5404\u500b\u6846\u67b6\u4e2d\u7387\u5148\u652f\u63f4\u591a GPU \u548c\u5206\u6563\u5f0f\u7684\uff0c\u540c\u6642\u5176\u5206\u6563\u5f0f\u6548\u80fd\u4e5f\u975e\u5e38\u9ad8\u3002<\/p>\n\n\n\n<p>openMP+MPI\/SSH+Cuda\/Cudnn\u7684\u6846\u67b6\u7684\u8a08\u7b97\u901f\u5ea6\u5f88\u5feb\uff0c\u4e14\u80fd\u5920\u8207\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7d71\u7d50\u5408\uff0c\u5be6\u73fe\u5927\u6578\u64da\u7684\u6df1\u5ea6\u5b78\u7fd2\u3002MXNet\u652f\u6301\u5f9e\u55ae\u6a5f\u5230\u591aGPU.\u591a\u96c6\u7fa4\u7684\u8a08\u7b97\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u7279\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u57fa\u65bc\u8ce6\u503c\u8868\u9054\u5f0f\u5efa\u7acb\u8a08\u7b97\u5716<\/li><li>\u652f\u6301\u5167\u5b58\u7ba1\u7406\uff0c\u4e26\u5c0d\u5169\u500b\u4e0d\u4ea4\u53c9\u7684\u8b8a\u91cf\u91cd\u8907\u4f7f\u7528\u540c\u4e00\u5167\u5b58\u7a7a\u9593<\/li><li>\u4f7f\u7528C++\u5be6\u73fe\uff0c\u4e26\u63d0\u4f9bC\u98a8\u683c\u7684\u982d\u6587\u4ef6<\/li><li>\u652f\u63f4\u975e\u5e38\u591a\u7684\u8a9e\u8a00\u5c01\u88dd\uff0c\u5982\uff1aC \u3001Python\u3001R\u3001Julia\u3001Scala\u3001Go\u3001MATLAB \u548c JavaScript<\/li><li>\u652f\u63f4Torch<\/li><li>\u652f\u63f4\u79fb\u52d5\u8a2d\u5099\u7aef\u767c\u5e03<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>5\u3001CNTK<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"http:\/\/cntk.ai\">CNTK \u5b98\u65b9\u7db2\u5740<\/a><\/li><li><a href=\"http:\/\/github.com\/Microsoft\/CNTK\">CNTK GitHub<\/a><\/li><\/ul>\n\n\n\n<p>CNTK ( Computational Network Toolkit) \u662f\u5fae\u8edf\u7814\u7a76\u9662\u958b\u6e90\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff0c\u7528\u65bc\u642d\u5efa\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u7684\u8a08\u7b97\uff0c\u76ee\u524d\u5df2\u7d93\u767c\u5c55\u6210\u901a\u7528\u3001\u8de8\u5e73\u53f0\u7684\u6df1\u5ea6\u5b78\u7fd2\u7cfb\u7d71\uff0c\u5728Github\u958b\u6e90\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6709\u4e00\u5957\u6975\u5ea6\u512a\u5316\u7684\u904b\u884c\u7cfb\u7d71\uff0c\u4f86\u8a13\u7df4\u548c\u6e2c\u8a66\u795e\u7d93\u7db2\u7d61\uff0c\u5b83\u4ee5\u62bd\u8c61\u7684\u8a08\u7b97\u5716\u5f62\u5f0f\u69cb\u5efa\u7684<\/li><li>\u652f\u6301CPU\u548cGPU\u6a21\u578b<\/li><li>\u652f\u6301\u5169\u7a2e\u65b9\u5f0f\u4f86\u5b9a\u7fa9\u7db2\u7d61\uff1a\u4e00\u7a2e\u662f\u4f7f\u7528\u300cSimple Network Builder\u300d\uff0c\u901a\u904e\u8a2d\u7f6e\u5c11\u91cf\u53c3\u6578\uff0c\u5c31\u80fd\u751f\u6210\u4e00\u500b\u7684\u6a19\u6e96\u795e\u7d93\u7db2\u7d61\uff1b\u53e6\u4e00\u7a2e\u662f\u4f7f\u7528\u7db2\u7d61\u5b9a\u7fa9\u8a9e\u8a00(NDL)<\/li><li>\u652f\u6301\u5404\u7a2e\u524d\u994b\u7db2\u8def\uff0c\u5982\uff1aMLP\u3001CNN\u3001RNN\u3001LSTM\u3001Sequence-to-Sequence \u6a21\u578b\uff0c\u4e5f\u652f\u63f4\u81ea\u52d5\u6c42\u89e3\u68af\u5ea6<\/li><li>\u6bd4Caffe\u3001Theano\u3001TensoFlow&#8230;\u7b49\u4e3b\u6d41\u5de5\u5177\u6027\u80fd\u66f4\u5f37\u3001\u9748\u6d3b\u6027\u66f4\u597d\u3001\u53ef\u64f4\u5c55\u6027\u66f4\u9ad8<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>6\u3001Theano<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"http:\/\/www.deeplearning.net\/software\/theano\/\">Theano \u5b98\u65b9\u7db2\u5740<\/a><\/li><li><a href=\"http:\/\/github.com\/Theano\/Theano\">Theano GitHub<\/a><\/li><\/ul>\n\n\n\n<p>Theano\u7522\u751f\u65bc2008\u5e74\uff0c\u662f\u5728\u52a0\u62ff\u5927\u9b41\u5317\u514b\u7684\u8499\u7279\u5a41\u5927\u5b78Lisa Lab\u5718\u968a\u958b\u767c\u4e26\u7dad\u8b77\uff0c\u662f\u4e00\u500b\u9ad8\u6548\u80fd\u7684\u7b26\u865f\u8a08\u7b97\u53ca\u6df1\u5ea6\u5b78\u7fd2\u5eab\uff0c\u958b\u767c\u7684\u57fa\u65bcPython\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u3002\u6838\u5fc3\u662f\u4e00\u500b\u6578\u5b78\u8868\u793a\u5f0f\u7684\u7de8\u8b6f\u5668\uff0c\u5c08\u9580\u70ba\u8655\u7406\u5927\u898f\u6a21\u795e\u7d93\u7db2\u8def\u8a13\u7df4\u7684\u8a08\u7b97\u800c\u8a2d\u8a08\u3002<\/p>\n\n\n\n<p>\u7279\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5c08\u9580\u7528\u65bc\u5b9a\u7fa9\u3001\u512a\u5316\u3001\u6c42\u503c\u6578\u5b78\u8868\u9054\u5f0f\uff0c\u5176\u6548\u7387\u9ad8\uff0c\u9069\u7528\u65bc\u591a\u7dad\u6578\u7d44<\/li><li>\u7372\u53d6\u7528\u6236\u6578\u64da\u7d50\u69cb<\/li><li>\u4f7f\u4e4b\u6210\u70ba\u4e00\u500b\u4f7f\u7528Numpy\u3001\u9ad8\u6548\u672c\u5730\u5eab\u7684\u975e\u5e38\u9ad8\u6548\u7684\u4ee3\u78bc\uff0c\u4e26\u80fd\u5728CPU\u6216GPU\u4e0a\u5118\u53ef\u80fd\u5feb\u5730\u904b\u884c<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u60f3\u6210\u70ba\u722c\u87f2\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u5e2b \u3001\u8cc7\u6599\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u9818\u57df\u5c08\u5bb6 \u3001\u4eba\u5de5\u667a\u6167\u7522\u54c1\u7d93\u7406\u55ce\uff1f\u9084\u662f\u4f60\u7684\u516c\u53f8\u6b63\u9700\u8981\u57f9\u990a\u6b64\u9818\u57df\u4eba\u624d\u5462\uff1f<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u9ede\u6211\u4e86\u89e3 AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed &#x1f449; <a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\">https:\/\/www.tibame.com\/eventpage\/ai_datascientist&nbsp;<\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png\" alt=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed\" class=\"wp-image-18807\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1920x1080.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1170x658.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-585x329.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080.png 1921w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><figcaption><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u6bcf\u65e55\u5206\u9418\uff0c&nbsp;<a href=\"https:\/\/blog.wiedu.tw\/?author=44\">\u63d0\u62d4\u6211\u5712\u4e01<\/a>\u966a\u4f60\u5feb\u901f\u6dfb\u88dcAI\/\u8cc7\u6599\u79d1\u5b78\u77e5\u8b58\u8207\u6280\u80fd\u3002<\/p>\n\n\n\n<p>\u82e5\u60f3\u4e86\u89e3\u66f4\u591aAI\/\u8cc7\u6599\u79d1\u5b78\u7684\u5c0f\u77e5\u8b58\u3001\u53ca\u5404\u7522\u696d\u7684\u76f8\u95dc\u61c9\u7528\uff0c\u6b61\u8fce\u8a02\u95b1TibaMe FB\u53ca\u90e8\u843d\u683c\uff0c\u6216\u6709\u5176\u4ed6\u60f3\u4e86\u89e3\u7684\u4e3b\u984c\u6b61\u8fce\u5728\u4e0b\u65b9\u7559\u8a00\u8b93\u6211\u5011\u77e5\u9053\u5537\uff01<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.facebook.com\/Tibame\">\u7def\u80b2TibaMe FB<\/a><\/li><li><a href=\"https:\/\/www.facebook.com\/groups\/TiBaMe.For.Business\">\u4f01\u696d\u4eba\u624d\u6578\u4f4d\u8f49\u578bFB<\/a><\/li><li><a 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