{"id":1207,"date":"2017-08-14T14:18:31","date_gmt":"2017-08-14T06:18:31","guid":{"rendered":"http:\/\/feizhaojun.com\/?p=1207"},"modified":"2017-08-14T14:18:55","modified_gmt":"2017-08-14T06:18:55","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e6%8a%80%e8%83%bd%e5%9b%be%e8%b0%b1","status":"publish","type":"post","link":"https:\/\/feizhaojun.com\/?p=1207","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u6280\u80fd\u56fe\u8c31"},"content":{"rendered":"<div class=\"editor-viewer text clear\">\n<p>\u6b64\u6587\u662f\u60f3\u8981\u8fdb\u5165\u4eba\u5de5\u667a\u80fd\u8fd9\u4e2a\u9886\u57df\u3001\u4f46\u4e0d\u77e5\u9053\u4ece\u54ea\u91cc\u5f00\u59cb\u7684\u521d\u5b66\u8005\u6700\u4f73\u7684\u5b66\u4e60\u8d44\u6e90\u5217\u8868\u3002\u539f\u6587\u662f&nbsp;<a data-cke-saved-href=\"https:\/\/medium.com\/@rayalez?source=post_header_lockup\" href=\"https:\/\/medium.com\/@rayalez?source=post_header_lockup\">Ray Alez<\/a>&nbsp;\u7f16\u5199\u7684\u201c<a data-cke-saved-href=\"https:\/\/medium.com\/digitalmind\/artificial-intelligence-resources-f4efeac949b4#.ndykohymp\" href=\"https:\/\/medium.com\/digitalmind\/artificial-intelligence-resources-f4efeac949b4#.ndykohymp\" target=\"_blank\">Artificial Intelligence resources<\/a>\u201d\uff0c\u7b80\u5355\u7ffb\u8bd1\u540e\u4f9b\u5927\u5bb6\u53c2\u8003\u3002<\/p>\n<p><strong>\u4e00\u3001\u673a\u5668\u5b66\u4e60<\/strong><\/p>\n<p>\u6709\u5173\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u6700\u4f73\u4ecb\u7ecd\uff0c\u8bf7\u89c2\u770bCoursera\u7684<a data-cke-saved-href=\"https:\/\/www.coursera.org\/course\/ml\" href=\"https:\/\/www.coursera.org\/course\/ml\" target=\"_blank\">Andrew Ng\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b<\/a>\u3002&nbsp;\u5b83\u89e3\u91ca\u4e86\u57fa\u672c\u6982\u5ff5\uff0c\u5e76\u8ba9\u4f60\u5f88\u597d\u5730\u7406\u89e3\u6700\u91cd\u8981\u7684\u7b97\u6cd5\u3002<\/p>\n<ul class=\" list-paddingleft-2\">\n<li>\n<p>\u6709\u5173ML\u7b97\u6cd5\u7684\u7b80\u8981\u6982\u8ff0\uff0c\u67e5\u770b\u8fd9\u4e2aTutsPlus\u8bfe\u7a0b\u201c<a data-cke-saved-href=\"http:\/\/code.tutsplus.com\/courses\/machine-learning-distilled\" href=\"http:\/\/code.tutsplus.com\/courses\/machine-learning-distilled\">Machine Learning Distilled<\/a>\u201d\u3002<\/p>\n<\/li>\n<li>\n<p>\u201c<a data-cke-saved-href=\"http:\/\/www.amazon.com\/Programming-Collective-Intelligence-Building-Applications\/dp\/0596529325\" href=\"http:\/\/www.amazon.com\/Programming-Collective-Intelligence-Building-Applications\/dp\/0596529325\">Programming Collective Intelligence<\/a>\u201d\u8fd9\u672c\u4e66\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u8d44\u6e90\uff0c\u53ef\u4ee5\u5b66\u4e60ML \u7b97\u6cd5\u5728Python\u4e2d\u7684\u5b9e\u9645\u5b9e\u73b0\u3002&nbsp;\u5b83\u9700\u8981\u4f60\u901a\u8fc7\u8bb8\u591a\u5b9e\u8df5\u9879\u76ee\uff0c\u6db5\u76d6\u6240\u6709\u5fc5\u8981\u7684\u57fa\u7840\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u4e0d\u9519\u7684\u8d44\u6e90\u4f60\u53ef\u80fd\u4e5f\u611f\u5174\u8da3:<\/p>\n<ol class=\" list-paddingleft-2\">\n<li>\n<p>Perer Norvig&nbsp;\u7684<a data-cke-saved-href=\"https:\/\/www.udacity.com\/course\/cs271\" href=\"https:\/\/www.udacity.com\/course\/cs271\">Udacity Course on ML<\/a>\uff08ML Udacity \u8bfe\u7a0b\uff09<\/p>\n<\/li>\n<li>\n<p>Tom Mitchell&nbsp;\u5728\u5361\u6885\u9686\u5927\u5b66\u6559\u6388\u7684&nbsp;<a data-cke-saved-href=\"http:\/\/www.cs.cmu.edu\/~tom\/10701_sp11\/lectures.shtml\" href=\"http:\/\/www.cs.cmu.edu\/~tom\/10701_sp11\/lectures.shtml\">Another course on ML<\/a>\uff08\u53e6\u4e00\u95e8ML\u8bfe\u7a0b\uff09<\/p>\n<\/li>\n<li>\n<p>YouTube\u4e0a\u7684\u673a\u5668\u5b66\u4e60\u6559\u7a0b&nbsp;<a data-cke-saved-href=\"http:\/\/www.youtube.com\/playlist?list=PLD0F06AA0D2E8FFBA\" href=\"http:\/\/www.youtube.com\/playlist?list=PLD0F06AA0D2E8FFBA\">mathematicalmonk<\/a><\/p>\n<\/li>\n<\/ol>\n<p><strong>\u4e8c\u3001\u6df1\u5ea6\u5b66\u4e60<\/strong><\/p>\n<p>\u5173\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6700\u4f73\u4ecb\u7ecd\uff0c\u6211\u9047\u5230\u6700\u597d\u7684\u662f&nbsp;<a data-cke-saved-href=\"https:\/\/machinelearningmastery.com\/deep-learning-with-python\/\" href=\"https:\/\/machinelearningmastery.com\/deep-learning-with-python\/\">Deep Learning With Python<\/a>\u3002\u5b83\u4e0d\u4f1a\u6df1\u5165\u5230\u56f0\u96be\u7684\u6570\u5b66\uff0c\u4e5f\u6ca1\u6709\u4e00\u4e2a\u8d85\u957f\u5217\u8868\u7684\u5148\u51b3\u6761\u4ef6\uff0c\u800c\u662f\u63cf\u8ff0\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u65b9\u6cd5\u5f00\u59cbDL\uff0c\u89e3\u91ca\u5982\u4f55\u5feb\u901f\u5f00\u59cb\u6784\u5efa\u5e76\u5b66\u4e60\u5b9e\u8df5\u4e0a\u7684\u4e00\u5207\u3002\u5b83\u89e3\u91ca\u4e86\u6700\u5148\u8fdb\u7684\u5de5\u5177\uff08Keras\uff0cTensorFlow\uff09\uff0c\u5e76\u5e26\u4f60\u901a\u8fc7\u51e0\u4e2a\u5b9e\u9645\u9879\u76ee\uff0c\u89e3\u91ca\u5982\u4f55\u5728\u6240\u6709\u6700\u597d\u7684DL\u5e94\u7528\u7a0b\u5e8f\u4e2d\u5b9e\u73b0\u6700\u5148\u8fdb\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u5728Google\u4e0a\u4e5f\u6709\u4e00\u4e2a<a data-cke-saved-href=\"https:\/\/www.youtube.com\/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal\" href=\"https:\/\/www.youtube.com\/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal\">great introductory DL course<\/a>\uff0c\u8fd8\u6709Sephen Welch\u7684<a data-cke-saved-href=\"http:\/\/lumiverse.io\/series\/neural-networks-demystified\" href=\"http:\/\/lumiverse.io\/series\/neural-networks-demystified\">great explanation of neural networks<\/a>\u3002<\/p>\n<p>\u4e4b\u540e\uff0c\u4e3a\u4e86\u66f4\u6df1\u5165\u5730\u4e86\u89e3\uff0c\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e9b\u6709\u8da3\u7684\u8d44\u6e90\uff1a<\/p>\n<ol class=\" list-paddingleft-2\">\n<li>\n<p>Geoffrey Hinton \u7684coursera \u8bfe\u7a0b\u201c<a data-cke-saved-href=\"https:\/\/www.coursera.org\/learn\/neural-networks\" href=\"https:\/\/www.coursera.org\/learn\/neural-networks\">Neural Networks for Machine Learning<\/a><a data-cke-saved-href=\"https:\/\/www.coursera.org\/learn\/neural-networks\" href=\"https:\/\/www.coursera.org\/learn\/neural-networks\" target=\"_self\">\u201d<\/a>\u3002\u8fd9\u95e8\u8bfe\u7a0b\u4f1a\u5e26\u4f60\u4e86\u89e3 ANN \u7684\u7ecf\u5178\u95ee\u9898\u2014\u2014MNIST \u5b57\u7b26\u8bc6\u522b\u7684\u8fc7\u7a0b\uff0c\u5e76\u5c06\u6df1\u5165\u89e3\u91ca\u4e00\u5207\u3002<\/p>\n<\/li>\n<li>\n<p>MIT&nbsp;<a data-cke-saved-href=\"http:\/\/www.iro.umontreal.ca\/~bengioy\/dlbook\/\" href=\"http:\/\/www.iro.umontreal.ca\/~bengioy\/dlbook\/\">Deep Learning<\/a><strong>\uff08<\/strong>\u6df1\u5ea6\u5b66\u4e60\uff09\u4e00\u4e66\u3002<\/p>\n<\/li>\n<li>\n<p><a data-cke-saved-href=\"http:\/\/deeplearning.stanford.edu\/wiki\/index.php\/UFLDL_Tutorial\" href=\"http:\/\/deeplearning.stanford.edu\/wiki\/index.php\/UFLDL_Tutorial\">UFLDL tutorial by Stanford<\/a>&nbsp;\uff08\u65af\u5766\u798f\u7684 UFLDL \u6559\u7a0b\uff09<\/p>\n<\/li>\n<li>\n<p><a data-cke-saved-href=\"http:\/\/deeplearning.net\/tutorial\/\" href=\"http:\/\/deeplearning.net\/tutorial\/\" target=\"_self\">deeplearning.net\u6559\u7a0b&nbsp;<\/a>&nbsp;<\/p>\n<\/li>\n<li>\n<p>Michael Nielsen&nbsp;\u7684&nbsp;<a data-cke-saved-href=\"http:\/\/neuralnetworksanddeeplearning.com\/\" href=\"http:\/\/neuralnetworksanddeeplearning.com\/\" target=\"_blank\">Neural Networks and Deep Learning<\/a>\uff08\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\uff09\u4e00\u4e66<\/p>\n<\/li>\n<li>\n<p>Simon O. Haykin&nbsp;\u7684<a data-cke-saved-href=\"https:\/\/www.amazon.com\/Neural-Networks-Learning-Machines-Edition\/dp\/0131471392\" href=\"https:\/\/www.amazon.com\/Neural-Networks-Learning-Machines-Edition\/dp\/0131471392\" target=\"_self\">Neural Networks and Learning Machines<\/a>&nbsp;\uff08\u795e\u7ecf\u7f51\u7edc\u548c\u673a\u5668\u5b66\u4e60\uff09\u4e00\u4e66<\/p>\n<\/li>\n<\/ol>\n<p><strong>\u4e09\u3001\u4eba\u5de5\u667a\u80fd<\/strong><\/p>\n<p>\u201c<a data-cke-saved-href=\"http:\/\/www.amazon.com\/Artificial-Intelligence-Modern-Approach-Edition\/dp\/0136042597\" href=\"http:\/\/www.amazon.com\/Artificial-Intelligence-Modern-Approach-Edition\/dp\/0136042597\">Artificial Intelligence: A Modern Approach (AIMA)<\/a>\u201d \uff08\u4eba\u5de5\u667a\u80fd\uff1a\u73b0\u4ee3\u65b9\u6cd5\uff09&nbsp;\u662f\u5173\u4e8e\u201c\u5b88\u65e7\u6d3e\u201d AI\u6700\u597d\u7684\u4e00\u672c\u4e66\u7c4d\u3002\u8fd9\u672c\u4e66\u603b\u4f53\u6982\u8ff0\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5e76\u89e3\u91ca\u4e86\u4f60\u9700\u8981\u4e86\u89e3\u7684\u6240\u6709\u57fa\u672c\u6982\u5ff5\u3002<\/p>\n<p>\u6765\u81ea\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684&nbsp;<a data-cke-saved-href=\"https:\/\/www.youtube.com\/channel\/UCshmLD2MsyqAKBx8ctivb5Q\/videos\" href=\"https:\/\/www.youtube.com\/channel\/UCshmLD2MsyqAKBx8ctivb5Q\/videos\">Artificial Intelligence course<\/a>\uff08\u4eba\u5de5\u667a\u80fd\u8bfe\u7a0b\uff09\u662f\u4e00\u7cfb\u5217\u4f18\u79c0\u7684\u89c6\u9891\u8bb2\u5ea7\uff0c\u901a\u8fc7\u4e00\u79cd\u975e\u5e38\u6709\u8da3\u7684\u5b9e\u8df5\u9879\u76ee\uff08\u8bad\u7ec3AI\u73a9Pacman\u6e38\u620f \uff09\u6765\u89e3\u91ca\u57fa\u672c\u77e5\u8bc6\u3002\u6211\u63a8\u8350\u5728\u89c6\u9891\u7684\u540c\u65f6\u53ef\u4ee5\u4e00\u8d77\u9605\u8bfbAIMA\uff0c\u56e0\u4e3a\u5b83\u662f\u57fa\u4e8e\u8fd9\u672c\u4e66\uff0c\u5e76\u4ece\u4e0d\u540c\u7684\u89d2\u5ea6\u89e3\u91ca\u4e86\u5f88\u591a\u7c7b\u4f3c\u7684\u6982\u5ff5\uff0c\u4f7f\u4ed6\u4eec\u66f4\u5bb9\u6613\u7406\u89e3\u3002\u5b83\u7684\u8bb2\u89e3\u76f8\u5bf9\u8f83\u6df1\uff0c\u5bf9\u521d\u5b66\u8005\u6765\u8bf4\u662f\u975e\u5e38\u4e0d\u9519\u7684\u8d44\u6e90\u3002<\/p>\n<p><strong>\u5927\u8111\u5982\u4f55\u5de5\u4f5c<\/strong><\/p>\n<p>\u5982\u679c\u4f60\u5bf9\u4eba\u5de5\u667a\u80fd\u611f\u5174\u8da3\uff0c\u4f60\u53ef\u80fd\u5f88\u60f3\u77e5\u9053\u4eba\u7684\u5927\u8111\u662f\u600e\u4e48\u5de5\u4f5c\u7684\uff0c\u4e0b\u9762\u7684\u51e0\u672c\u4e66\u4f1a\u901a\u8fc7\u76f4\u89c2\u6709\u8da3\u7684\u65b9\u5f0f\u6765\u89e3\u91ca\u6700\u597d\u7684\u73b0\u4ee3\u7406\u8bba\u3002<\/p>\n<ol class=\" list-paddingleft-2\">\n<li>\n<p>Jeff Hawkins \u7684&nbsp;<a data-cke-saved-href=\"https:\/\/www.amazon.com\/On-Intelligence-Jeff-Hawkins\/dp\/0805078533\" href=\"https:\/\/www.amazon.com\/On-Intelligence-Jeff-Hawkins\/dp\/0805078533\" target=\"_self\">On Intelligence<\/a>\uff08<a data-cke-saved-href=\"http:\/\/www.audible.com\/pd\/Science-Technology\/On-Intelligence-Audiobook\/B002V8LKTE\/ref=a_search_c4_1_1_srTtl?qid=1469789110&amp;sr=1-1\" href=\"http:\/\/www.audible.com\/pd\/Science-Technology\/On-Intelligence-Audiobook\/B002V8LKTE\/ref=a_search_c4_1_1_srTtl?qid=1469789110&amp;sr=1-1\" target=\"_self\">\u6709\u58f0\u8bfb\u7269<\/a>\uff09<\/p>\n<\/li>\n<li>\n<p><a data-cke-saved-href=\"https:\/\/www.amazon.com\/G%C3%B6del-Escher-Bach-Eternal-Golden\/dp\/0465026567\" href=\"https:\/\/www.amazon.com\/G%C3%B6del-Escher-Bach-Eternal-Golden\/dp\/0465026567\" target=\"_self\">G\u00f6del, Escher, Bach<\/a><\/p>\n<\/li>\n<\/ol>\n<p>\u6211\u5efa\u8bae\u901a\u8fc7\u8fd9\u4e24\u672c\u4e66\u5165\u95e8\uff0c\u5b83\u4eec\u80fd\u5f88\u597d\u5730\u5411\u4f60\u89e3\u91ca\u5927\u8111\u5de5\u4f5c\u7684\u4e00\u822c\u7406\u8bba\u3002<\/p>\n<p><strong>\u5176\u4ed6\u8d44\u6e90\uff1a<\/strong><\/p>\n<ol class=\" list-paddingleft-2\">\n<li>\n<p>Ray Kurzweil\u7684&nbsp;<a data-cke-saved-href=\"http:\/\/www.amazon.com\/How-Create-Mind-Thought-Revealed\/dp\/0143124048\/\" href=\"http:\/\/www.amazon.com\/How-Create-Mind-Thought-Revealed\/dp\/0143124048\/\" target=\"_blank\">How to Create a Mind<\/a>&nbsp;\uff08\u5982\u4f55\u521b\u5efa\u4e00\u4e2a\u5934\u8111Ray Kurzweil\uff09&nbsp;(<a data-cke-saved-href=\"http:\/\/www.audible.com\/pd\/Science-Technology\/How-to-Create-a-Mind-Audiobook\/B009S7OKJS\/ref=a_search_c4_1_1_srTtl?qid=1469788482&amp;sr=1-1\" href=\"http:\/\/www.audible.com\/pd\/Science-Technology\/How-to-Create-a-Mind-Audiobook\/B009S7OKJS\/ref=a_search_c4_1_1_srTtl?qid=1469788482&amp;sr=1-1\">\u6709\u58f0\u8bfb\u7269<\/a>).<\/p>\n<\/li>\n<li>\n<p><a data-cke-saved-href=\"http:\/\/www.amazon.com\/Principles-Neural-Science-Fifth-Kandel\/dp\/0071390111\/ref=sr_1_1?ie=UTF8&amp;qid=1469789160&amp;sr=8-1&amp;keywords=principles+of+neural+science\" href=\"http:\/\/www.amazon.com\/Principles-Neural-Science-Fifth-Kandel\/dp\/0071390111\/ref=sr_1_1?ie=UTF8&amp;qid=1469789160&amp;sr=8-1&amp;keywords=principles+of+neural+science\" target=\"_blank\">Principles of Neural Science<\/a>&nbsp;\uff08\u795e\u7ecf\u79d1\u5b66\u539f\u7406\uff09\u662f\u6211\u80fd\u627e\u5230\u7684\u6700\u597d\u7684\u4e66\uff0c\u6df1\u5165NS\u3002 \u5b83\u8c08\u8bba\u7684\u662f\u6838\u5fc3\u79d1\u5b66\uff0c\u795e\u7ecf\u89e3\u5256\u7b49\u3002 \u975e\u5e38\u6709\u8da3\uff0c\u4f46\u4e5f\u5f88\u957f - \u6211\u8fd8\u5728\u8bfb\u5b83\u3002<\/p>\n<\/li>\n<\/ol>\n<p><strong>\u56db\u3001\u6570\u5b66<\/strong><\/p>\n<p>\u4ee5\u4e0b\u662f\u4f60\u5f00\u59cb\u5b66\u4e60AI\u9700\u8981\u4e86\u89e3\u7684\u975e\u5e38\u57fa\u672c\u7684\u6570\u5b66\u6982\u5ff5\uff1a<\/p>\n<p><strong>\u5fae\u79ef\u5206\u5b66<\/strong><\/p>\n<ol class=\" list-paddingleft-2\">\n<li>\n<p><a data-cke-saved-href=\"http:\/\/www.youtube.com\/playlist?list=PL19E79A0638C8D449\" href=\"http:\/\/www.youtube.com\/playlist?list=PL19E79A0638C8D449\" target=\"_blank\">Khan Academy Calculus videos<\/a>\uff08\u53ef\u6c57\u5b66\u9662\u5fae\u79ef\u5206\u89c6\u9891\uff09<\/p>\n<\/li>\n<li>\n<p>MIT lectures on&nbsp;<a data-cke-saved-href=\"http:\/\/ocw.mit.edu\/courses\/mathematics\/18-02sc-multivariable-calculus-fall-2010\/index.htm\" href=\"http:\/\/ocw.mit.edu\/courses\/mathematics\/18-02sc-multivariable-calculus-fall-2010\/index.htm\">Multivariable Calculus<\/a>\uff08MIT\u5173\u4e8e\u591a\u53d8\u91cf\u5fae\u79ef\u5206\u7684\u8bb2\u5ea7\uff09<\/p>\n<\/li>\n<\/ol>\n<p><strong>\u7ebf\u6027\u4ee3\u6570<\/strong><\/p>\n<ol class=\" list-paddingleft-2\">\n<li>\n<p><a data-cke-saved-href=\"http:\/\/www.youtube.com\/playlist?list=PLFD0EB975BA0CC1E0\" href=\"http:\/\/www.youtube.com\/playlist?list=PLFD0EB975BA0CC1E0\">Khan Academy Linear Algebra videos<\/a>\uff08\u53ef\u6c57\u5b66\u9662\u7ebf\u6027\u4ee3\u6570\u89c6\u9891\uff09<\/p>\n<\/li>\n<li>\n<p><a data-cke-saved-href=\"http:\/\/ocw.mit.edu\/courses\/mathematics\/18-06-linear-algebra-spring-2010\/video-lectures\/\" href=\"http:\/\/ocw.mit.edu\/courses\/mathematics\/18-06-linear-algebra-spring-2010\/video-lectures\/\">MIT linear algebra videos<\/a>&nbsp;by Gilbert Strang\uff08Gilbert Strang\u7684MIT\u7ebf\u6027\u4ee3\u6570\u89c6\u9891\uff09<\/p>\n<\/li>\n<li>\n<p><a data-cke-saved-href=\"https:\/\/cs.brown.edu\/video\/channels\/coding-matrix-fall-2014\/?page=2\" href=\"https:\/\/cs.brown.edu\/video\/channels\/coding-matrix-fall-2014\/?page=2\">Coding the Matrix<\/a>\u200a\uff08\u7f16\u7801\u77e9\u9635\uff09 - \u5e03\u6717\u5927\u5b66\u7ebf\u7a0b\u4ee3\u6570CS\u8bfe\u7a0b<\/p>\n<\/li>\n<\/ol>\n<p><strong>\u6982\u7387\u548c\u7edf\u8ba1<\/strong><\/p>\n<ol class=\" list-paddingleft-2\">\n<li>\n<p>\u53ef\u6c57\u5b66\u9662&nbsp;<a data-cke-saved-href=\"http:\/\/www.youtube.com\/playlist?list=PLC58778F28211FA19\" href=\"http:\/\/www.youtube.com\/playlist?list=PLC58778F28211FA19\">Probability<\/a><strong>\uff08<\/strong>\u6982\u7387\uff09\u4e0e&nbsp;<a data-cke-saved-href=\"http:\/\/www.youtube.com\/playlist?list=PL1328115D3D8A2566\" href=\"http:\/\/www.youtube.com\/playlist?list=PL1328115D3D8A2566\">Statistics<\/a><strong>\uff08<\/strong>\u7edf\u8ba1\uff09\u89c6\u9891<\/p>\n<\/li>\n<li>\n<p><a data-cke-saved-href=\"https:\/\/www.edx.org\/course\/introduction-probability-science-mitx-6-041x#.VJfS2LQAKc\" href=\"https:\/\/www.edx.org\/course\/introduction-probability-science-mitx-6-041x#.VJfS2LQAKc\">edx probability course<\/a>&nbsp;\uff08edx\u6982\u7387\u8bfe\u7a0b\uff09<\/p>\n<\/li>\n<\/ol>\n<p><strong>\u4e94\u3001\u8ba1\u7b97\u673a\u79d1\u5b66<\/strong><\/p>\n<p>\u8981\u638c\u63e1AI\uff0c\u4f60\u8981\u719f\u6089\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u7f16\u7a0b\u3002<\/p>\n<p>\u5982\u679c\u4f60\u521a\u521a\u5f00\u59cb\uff0c\u6211\u5efa\u8bae\u9605\u8bfb&nbsp;<a data-cke-saved-href=\"http:\/\/www.diveintopython3.net\/\" href=\"http:\/\/www.diveintopython3.net\/\">Dive Into Python 3<\/a>&nbsp;\uff08\u6df1\u5165Python 3\uff09\u8fd9\u672c\u4e66\uff0c\u4f60\u5728Python\u7f16\u7a0b\u4e2d\u6240\u9700\u8981\u7684\u5927\u90e8\u5206\u77e5\u8bc6\u90fd\u4f1a\u63d0\u5230\u3002<\/p>\n<p>\u8981\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u8ba1\u7b97\u673a\u7f16\u7a0b\u7684\u672c\u8d28 - \u770b\u8fd9\u4e2a\u7ecf\u5178\u7684&nbsp;<a data-cke-saved-href=\"https:\/\/www.youtube.com\/watch?v=2Op3QLzMgSY&amp;list=PLE18841CABEA24090#t=253\" href=\"https:\/\/www.youtube.com\/watch?v=2Op3QLzMgSY&amp;list=PLE18841CABEA24090#t=253\">MIT course<\/a><strong>&nbsp;\uff08<\/strong>MIT\u8bfe\u7a0b\uff09\u3002\u8fd9\u662f\u4e00\u95e8\u5173\u4e8elisp\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u57fa\u7840\u7684\u8bfe\u7a0b\uff0c\u57fa\u4e8e&nbsp;<a data-cke-saved-href=\"http:\/\/www.amazon.com\/Structure-Interpretation-Computer-Programs-Engineering\/dp\/0262510871\" href=\"http:\/\/www.amazon.com\/Structure-Interpretation-Computer-Programs-Engineering\/dp\/0262510871\" target=\"_blank\">CS<\/a>&nbsp;-\u7ed3\u6784\u548c\u8ba1\u7b97\u673a\u7a0b\u5e8f\u7684\u89e3\u91ca\u4e2d\u6700\u6709\u5f71\u54cd\u529b\u7684\u4e66\u4e4b\u4e00\u3002<\/p>\n<p><strong>\u516d\u3001\u5176\u4ed6\u8d44\u6e90<\/strong><\/p>\n<ol class=\" list-paddingleft-2\">\n<li>\n<p><a data-cke-saved-href=\"http:\/\/www.metacademy.org\/\" href=\"http:\/\/www.metacademy.org\/\">Metacademy<\/a>\u200a - \u662f\u4f60\u77e5\u8bc6\u7684\u201c\u5305\u7ba1\u7406\u5668\u201d\u3002&nbsp;\u4f60\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u4f1f\u5927\u7684\u5de5\u5177\u6765\u4e86\u89e3\u4f60\u9700\u8981\u5b66\u4e60\u4e0d\u540c\u7684ML\u4e3b\u9898\u7684\u6240\u6709\u5148\u51b3\u6761\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p><a data-cke-saved-href=\"http:\/\/www.kaggle.com\/\" href=\"http:\/\/www.kaggle.com\/\">kaggle<\/a>\u200a - \u673a\u5668\u5b66\u4e60\u5e73\u53f0<\/p>\n<\/li>\n<\/ol><\/div>\n<p><a href=\"http:\/\/www.oschina.net\/news\/78629\/beginners-how-to-learn-from-zero-artificial-intelligence\" target=\"_blank\">\u539f\u6587\u94fe\u63a5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6b64\u6587\u662f\u60f3\u8981\u8fdb\u5165\u4eba\u5de5\u667a\u80fd\u8fd9\u4e2a\u9886\u57df\u3001\u4f46\u4e0d\u77e5\u9053\u4ece\u54ea\u91cc\u5f00\u59cb\u7684\u521d\u5b66\u8005\u6700\u4f73\u7684\u5b66\u4e60\u8d44\u6e90\u5217\u8868\u3002\u539f\u6587\u662f&nbsp;Ray Alez&#038;nbs&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[62],"tags":[],"class_list":["post-1207","post","type-post","status-publish","format-standard","hentry","category-62"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/feizhaojun.com\/index.php?rest_route=\/wp\/v2\/posts\/1207","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/feizhaojun.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/feizhaojun.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/feizhaojun.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/feizhaojun.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1207"}],"version-history":[{"count":2,"href":"https:\/\/feizhaojun.com\/index.php?rest_route=\/wp\/v2\/posts\/1207\/revisions"}],"predecessor-version":[{"id":1209,"href":"https:\/\/feizhaojun.com\/index.php?rest_route=\/wp\/v2\/posts\/1207\/revisions\/1209"}],"wp:attachment":[{"href":"https:\/\/feizhaojun.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1207"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/feizhaojun.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1207"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/feizhaojun.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1207"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}