{"id":792,"date":"2024-06-25T08:46:55","date_gmt":"2024-06-25T00:46:55","guid":{"rendered":"http:\/\/ai.gitpp.com\/?p=792"},"modified":"2024-06-25T08:46:55","modified_gmt":"2024-06-25T00:46:55","slug":"%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"http:\/\/ai.gitpp.com\/index.php\/2024\/06\/25\/%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%8c%87%e5%8d%97\/","title":{"rendered":"\u673a\u5668\u5b66\u4e60\u6307\u5357"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u94fe\u63a5\uff1a<\/p>\n\n\n\n<p>http:\/\/www.gitpp.com\/datasets\/machine-learning-tutorials<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u673a\u5668\u5b66\u4e60\u6307\u5357<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><a href=\"http:\/\/www.gitpp.com\/datasets\/machine-learning-tutorials\">sets data \/ Machine Learning Tutorials \u00b7 GitPP<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>\u4ecb\u7ecd<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#introduction\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.coursera.org\/learn\/machine-learning\">\u65af\u5766\u798f\u5927\u5b66 Andrew Ng \u7684\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/dair-ai\/ML-YouTube-Courses\">AI\/ML YouTube \u8bfe\u7a0b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/hackr.io\/tutorials\/learn-machine-learning-ml\">\u673a\u5668\u5b66\u4e60\u8d44\u6e90\u7cbe\u9009\u5217\u8868<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.dataschool.io\/15-hours-of-expert-machine-learning-videos\/\">15 \u5c0f\u65f6\u4e13\u5bb6\u89c6\u9891\u6df1\u5165\u4ecb\u7ecd\u673a\u5668\u5b66\u4e60<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www-bcf.usc.edu\/~gareth\/ISL\/\">\u7edf\u8ba1\u5b66\u4e60\u7b80\u4ecb<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/prakhar1989\/awesome-courses#machine-learning\">\u673a\u5668\u5b66\u4e60\u5927\u5b66\u8bfe\u7a0b\u5217\u8868<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/ZuzooVn\/machine-learning-for-software-engineers\">\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7684\u673a\u5668\u5b66\u4e60<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/hangtwenty\/dive-into-machine-learning\">\u6df1\u5165\u673a\u5668\u5b66\u4e60<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/josephmisiti\/awesome-machine-learning\">\u7cbe\u9009\u7684\u4f18\u79c0\u673a\u5668\u5b66\u4e60\u6846\u67b6\u3001\u5e93\u548c\u8f6f\u4ef6\u5217\u8868<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/fasouto\/awesome-dataviz\">\u7cbe\u9009\u7684\u4f18\u79c0\u6570\u636e\u53ef\u89c6\u5316\u5e93\u548c\u8d44\u6e90\u5217\u8868\u3002<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/okulbilisim\/awesome-datascience\">\u4e00\u4e2a\u5f88\u68d2\u7684\u6570\u636e\u79d1\u5b66\u8d44\u6e90\u5e93\uff0c\u7528\u4e8e\u5b66\u4e60\u548c\u5e94\u7528\u89e3\u51b3\u73b0\u5b9e\u4e16\u754c\u7684\u95ee\u9898<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/datasciencemasters.org\/\">\u5f00\u6e90\u6570\u636e\u79d1\u5b66\u7855\u58eb<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stats.stackexchange.com\/questions\/tagged\/machine-learning\">\u4ea4\u53c9\u9a8c\u8bc1\u673a\u5668\u5b66\u4e60\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/What-are-some-Machine-Learning-algorithms-that-you-should-always-have-a-strong-understanding-of-and-why\">\u4f60\u5e94\u8be5\u59cb\u7ec8\u6df1\u5165\u7406\u89e3\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/terpconnect.umd.edu\/~bmomen\/BIOM621\/LineardepCorrOrthogonal.pdf\">\u7ebf\u6027\u72ec\u7acb\u3001\u6b63\u4ea4\u548c\u4e0d\u76f8\u5173\u53d8\u91cf\u4e4b\u95f4\u7684\u5dee\u5f02<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/List_of_machine_learning_concepts\">\u673a\u5668\u5b66\u4e60\u6982\u5ff5\u5217\u8868<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.slideshare.net\/pierluca.lanzi\/presentations\">\u6709\u5173\u51e0\u4e2a\u673a\u5668\u5b66\u4e60\u4e3b\u9898\u7684\u5e7b\u706f\u7247<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.ai.mit.edu\/courses\/6.867-f04\/lectures.html\">\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u673a\u5668\u5b66\u4e60\u8bb2\u5ea7\u5e7b\u706f\u7247<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.dataschool.io\/comparing-supervised-learning-algorithms\/\">\u6bd4\u8f83\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.dataschool.io\/learning-data-science-fundamentals\/\">\u5b66\u4e60\u6570\u636e\u79d1\u5b66\u57fa\u7840\u77e5\u8bc6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/medium.com\/@nomadic_mind\/new-to-machine-learning-avoid-these-three-mistakes-73258b3848a4#.lih061l3l\">\u907f\u514d\u673a\u5668\u5b66\u4e60\u9519\u8bef<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.stat.cmu.edu\/~larry\/=sml\/\">\u7edf\u8ba1\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/pedrosan\/TheAnalyticsEdge\">TheAnalyticsEdge edX \u6ce8\u91ca\u548c\u4ee3\u7801<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/humphd\/have-fun-with-machine-learning\">\u4eab\u53d7\u673a\u5668\u5b66\u4e60\u7684\u4e50\u8da3<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/theherdlocker.com\/tweet\/popularity\/machinelearning\">Twitter \u8fc7\u53bb 7 \u5929\u5206\u4eab\u6b21\u6570\u6700\u591a\u7684 #machineLearning \u5185\u5bb9<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.manning.com\/books\/grokking-machine-learning\">\u7406\u89e3\u673a\u5668\u5b66\u4e60<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>\u9762\u8bd5\u8d44\u6e90<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#interview-resources\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.springboard.com\/blog\/machine-learning-interview-questions\/\">41 \u4e2a\u673a\u5668\u5b66\u4e60\u9762\u8bd5\u5fc5\u7b54\u95ee\u9898\uff08\u9644\u7b54\u6848\uff09<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/How-can-a-computer-science-graduate-student-prepare-himself-for-data-scientist-machine-learning-intern-interviews\">\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u751f\u5982\u4f55\u51c6\u5907\u6570\u636e\u79d1\u5b66\u5bb6\u9762\u8bd5\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/How-do-I-learn-machine-learning-1\">\u5982\u4f55\u5b66\u4e60\u673a\u5668\u5b66\u4e60\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/topic\/Data-Science-Interviews\/faq\">\u6570\u636e\u79d1\u5b66\u9762\u8bd5\u5e38\u89c1\u95ee\u9898<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/What-are-the-key-skills-of-a-data-scientist\">\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u5173\u952e\u6280\u80fd\u662f\u4ec0\u4e48\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/towardsdatascience.com\/the-big-list-of-ds-ml-interview-resources-2db4f651bd63\">DS\/ML \u9762\u8bd5\u8d44\u6e90\u5927\u5168<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>\u4eba\u5de5\u667a\u80fd<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#artificial-intelligence\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/owainlewis\/awesome-artificial-intelligence\">\u8d85\u68d2\u7684\u4eba\u5de5\u667a\u80fd (GitHub Repo)<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/ai.berkeley.edu\/home.html\">\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821 CS188 \u4eba\u5de5\u667a\u80fd\u7b80\u4ecb<\/a>\uff0c<a href=\"http:\/\/ai.berkeley.edu\/lecture_videos.html\">\u8bb2\u5ea7\u89c6\u9891<\/a>\uff0c<a href=\"https:\/\/www.youtube.com\/watch?v=W1S-HSakPTM\">2<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/hackr.io\/tutorials\/learn-artificial-intelligence-ai\">\u7f16\u7a0b\u793e\u533a\u7cbe\u9009\u7684\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u8d44\u6e90<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/playlist?list=PLUl4u3cNGP63gFHB6xb-kVBiQHYe_4hSi\">MIT 6.034 \u4eba\u5de5\u667a\u80fd\u8bb2\u5ea7\u89c6\u9891<\/a>\uff0c<a href=\"https:\/\/ocw.mit.edu\/courses\/electrical-engineering-and-computer-science\/6-034-artificial-intelligence-fall-2010\/\">\u5b8c\u6574\u8bfe\u7a0b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/courses.edx.org\/courses\/BerkeleyX\/CS188x_1\/1T2013\/info\">edX \u8bfe\u7a0b |\u514b\u83b1\u56e0\u548c\u963f\u6bd4\u5c14<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.udacity.com\/course\/intro-to-artificial-intelligence--cs271\">Udacity \u8bfe\u7a0b | Norvig \u548c Thrun<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.ted.com\/playlists\/310\/talks_on_artificial_intelligen\">TED \u6f14\u8bb2\uff1a\u4eba\u5de5\u667a\u80fd<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>\u9057\u4f20\u7b97\u6cd5<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#genetic-algorithms\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Genetic_algorithm\">\u9057\u4f20\u7b97\u6cd5\u7ef4\u57fa\u767e\u79d1\u9875\u9762<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/outlace.com\/miniga.html\">Python \u4e2d\u9057\u4f20\u7b97\u6cd5\u7684\u7b80\u5355\u5b9e\u73b0\uff08\u7b2c\u4e00\u90e8\u5206\uff09<\/a>\u3001<a href=\"http:\/\/outlace.com\/miniga_addendum.html\">\u7b2c\u4e8c\u90e8\u5206<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stackoverflow.com\/questions\/1402370\/when-to-use-genetic-algorithms-vs-when-to-use-neural-networks\">\u9057\u4f20\u7b97\u6cd5\u4e0e\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.ai-junkie.com\/ga\/intro\/gat1.html\">\u7528\u7b80\u5355\u7684\u82f1\u8bed\u89e3\u91ca\u9057\u4f20\u7b97\u6cd5<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Genetic_programming\">\u9057\u4f20\u7f16\u7a0b<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/trevorstephens\/gplearn\">Python \u4e2d\u7684\u9057\u4f20\u7f16\u7a0b (GitHub)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/Whats-the-difference-between-Genetic-Algorithms-and-Genetic-Programming\">\u9057\u4f20\u7b97\u6cd5\u4e0e\u9057\u4f20\u7f16\u7a0b (Quora)<\/a>\uff0c<a href=\"http:\/\/stackoverflow.com\/questions\/3819977\/what-are-the-differences-between-genetic-algorithms-and-genetic-programming\">StackOverflow<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>\u7edf\u8ba1\u6570\u636e<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#statistics\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/stattrek.com\/\">Stat Trek \u7f51\u7ad9<\/a>&#8211; \u4e00\u4e2a\u4e13\u95e8\u81ea\u5b66\u7edf\u8ba1\u5b66\u7684\u7f51\u7ad9<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/rouseguy\/intro2stats\">\u4f7f\u7528 Python \u5b66\u4e60\u7edf\u8ba1\u5b66<\/a>&#8211; \u4f7f\u7528\u4ee5\u5e94\u7528\u7a0b\u5e8f\u4e3a\u4e2d\u5fc3\u7684\u7f16\u7a0b\u65b9\u6cd5\u5b66\u4e60\u7edf\u8ba1\u5b66<\/li>\n\n\n\n<li><a href=\"https:\/\/speakerdeck.com\/jakevdp\/statistics-for-hackers\">\u9ed1\u5ba2\u7edf\u8ba1\u6570\u636e | \u5e7b\u706f\u7247 | @jakevdp<\/a>\u00a0&#8211; Jake VanderPlas \u5236\u4f5c\u7684\u5e7b\u706f\u7247<\/li>\n\n\n\n<li><a href=\"http:\/\/onlinestatbook.com\/2\/index.html\">\u5728\u7ebf\u7edf\u8ba1\u4e66\u7c4d<\/a>&#8211; \u5b66\u4e60\u7edf\u8ba1\u7684\u4ea4\u4e92\u5f0f\u591a\u5a92\u4f53\u8bfe\u7a0b<\/li>\n\n\n\n<li><a href=\"http:\/\/stattrek.com\/sampling\/sampling-distribution.aspx\">\u4ec0\u4e48\u662f\u62bd\u6837\u5206\u5e03\uff1f<\/a><\/li>\n\n\n\n<li>\u6559\u7a0b\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/stattrek.com\/tutorials\/ap-statistics-tutorial.aspx\">AP\u7edf\u8ba1\u6559\u7a0b<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stattrek.com\/tutorials\/statistics-tutorial.aspx\">\u7edf\u8ba1\u4e0e\u6982\u7387\u6559\u7a0b<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stattrek.com\/tutorials\/matrix-algebra-tutorial.aspx\">\u77e9\u9635\u4ee3\u6570\u6559\u7a0b<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"https:\/\/www.physicsforums.com\/threads\/what-is-an-unbiased-estimator.547728\/\">\u4ec0\u4e48\u662f\u65e0\u504f\u4f30\u8ba1\u91cf\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Goodness_of_fit\">\u62df\u5408\u4f18\u5ea6\u89e3\u91ca<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/onlinestatbook.com\/2\/advanced_graphs\/q-q_plots.html\">\u4ec0\u4e48\u662f QQ \u56fe\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.openintro.org\/stat\/textbook.php?stat_book=os\">OpenIntro \u7edf\u8ba1<\/a>&#8211; \u514d\u8d39 PDF \u6559\u79d1\u4e66<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>\u6709\u7528\u7684\u535a\u5ba2<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#useful-blogs\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/blog.echen.me\/\">Edwin Chen \u7684\u535a\u5ba2<\/a>&#8211; \u5173\u4e8e\u6570\u5b66\u3001\u7edf\u8ba1\u3001\u673a\u5668\u5b66\u4e60\u3001\u4f17\u5305\u3001\u6570\u636e\u79d1\u5b66\u7684\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/www.dataschool.io\/\">\u6570\u636e\u5b66\u6821\u535a\u5ba2<\/a>\u2014\u2014\u9002\u5408\u521d\u5b66\u8005\u7684\u6570\u636e\u79d1\u5b66\uff01<\/li>\n\n\n\n<li><a href=\"http:\/\/mlwave.com\/\">ML Wave<\/a>\u00a0&#8211; \u5b66\u4e60\u673a\u5668\u5b66\u4e60\u7684\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/karpathy.github.io\/\">Andrej Karpathy<\/a>\u00a0\u2013 \u4e00\u4e2a\u5173\u4e8e\u6df1\u5ea6\u5b66\u4e60\u548c\u6570\u636e\u79d1\u5b66\u7684\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/colah.github.io\/\">Colah \u7684\u535a\u5ba2<\/a>&#8211; \u5f88\u68d2\u7684\u795e\u7ecf\u7f51\u7edc\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/alexminnaar.com\/\">Alex Minnaar \u7684\u535a\u5ba2<\/a>&#8211; \u5173\u4e8e\u673a\u5668\u5b66\u4e60\u548c\u8f6f\u4ef6\u5de5\u7a0b\u7684\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/andland.github.io\/\">\u7edf\u8ba1\u663e\u8457\u6027<\/a>&#8211; Andrew Landgraf \u7684\u6570\u636e\u79d1\u5b66\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/simplystatistics.org\/\">\u7b80\u5355\u7edf\u8ba1<\/a>&#8211; \u4e09\u4f4d\u751f\u7269\u7edf\u8ba1\u5b66\u6559\u6388\u7684\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"https:\/\/yanirseroussi.com\/\">Yanir Seroussi \u7684\u535a\u5ba2<\/a>&#8211; \u4e00\u4e2a\u5173\u4e8e\u6570\u636e\u79d1\u5b66\u53ca\u5176\u4ed6\u5185\u5bb9\u7684\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/fastml.com\/\">fastML\u2014\u2014<\/a>\u673a\u5668\u5b66\u4e60\u53d8\u5f97\u7b80\u5355<\/li>\n\n\n\n<li><a href=\"http:\/\/trevorstephens.com\/\">Trevor Stephens \u535a\u5ba2<\/a>&#8211; Trevor Stephens \u4e2a\u4eba\u9875\u9762<\/li>\n\n\n\n<li><a href=\"http:\/\/blog.kaggle.com\/\">\u6ca1\u6709\u81ea\u7531\u7684\u9884\u611f | kaggle<\/a>\u00a0&#8211; \u5173\u4e8e\u6570\u636e\u79d1\u5b66\u7684\u6240\u6709\u5185\u5bb9\u7684 Kaggle \u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/outlace.com\/\">\u91cf\u5316\u4e4b\u65c5 | outlace<\/a>\u00a0&#8211; \u5b66\u4e60\u91cf\u5316\u5e94\u7528<\/li>\n\n\n\n<li><a href=\"http:\/\/r4stats.com\/\">r4stats<\/a>\u00a0&#8211; \u5206\u6790\u6570\u636e\u79d1\u5b66\u7684\u4e16\u754c\uff0c\u5e76\u5e2e\u52a9\u4eba\u4eec\u5b66\u4e60\u4f7f\u7528 R<\/li>\n\n\n\n<li><a href=\"http:\/\/varianceexplained.org\/\">\u5dee\u5f02\u89e3\u91ca<\/a>&#8211; David Robinson \u7684\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/www.ai-junkie.com\/\">AI Junkie<\/a>\u00a0&#8211; \u4e00\u4e2a\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u535a\u5ba2<\/li>\n\n\n\n<li><a href=\"http:\/\/timdettmers.com\/\">Tim Dettmers \u7684\u6df1\u5ea6\u5b66\u4e60\u535a\u5ba2<\/a>&#8211; \u8ba9\u6df1\u5ea6\u5b66\u4e60\u53d8\u5f97\u89e6\u624b\u53ef\u53ca<\/li>\n\n\n\n<li><a href=\"http:\/\/jalammar.github.io\/\">J Alammar \u7684\u535a\u5ba2<\/a>&#8211; \u5173\u4e8e\u673a\u5668\u5b66\u4e60\u548c\u795e\u7ecf\u7f51\u7edc\u7684\u535a\u5ba2\u6587\u7ae0<\/li>\n\n\n\n<li><a href=\"https:\/\/medium.com\/@ageitgey\/machine-learning-is-fun-80ea3ec3c471#.f7vwrtfne\">Adam Geitgey<\/a>\u00a0&#8211; \u673a\u5668\u5b66\u4e60\u6700\u7b80\u5355\u7684\u4ecb\u7ecd<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/ethen8181\/machine-learning\">Ethen \u7684\u7b14\u8bb0\u672c\u5408\u96c6<\/a>&#8211; \u6301\u7eed\u66f4\u65b0\u7684\u673a\u5668\u5b66\u4e60\u6587\u6863\uff08\u4e3b\u8981\u5728 Python3 \u4e2d\uff09\u3002\u5185\u5bb9\u5305\u62ec\u4ece\u5934\u5f00\u59cb\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u6559\u80b2\u5b9e\u73b0\u548c\u5f00\u6e90\u5e93\u7684\u4f7f\u7528<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>Quora \u4e0a\u7684\u8d44\u6e90<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#resources-on-quora\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.quora.com\/topic\/Machine-Learning\/writers\">\u6700\u53d7\u5173\u6ce8\u7684\u673a\u5668\u5b66\u4e60\u4f5c\u5bb6<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/Data-Science\">Quora \u4e0a\u7684\u6570\u636e\u79d1\u5b66\u4e3b\u9898<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/William-Chen-6\/answers\">\u9648\u5a01\u5ec9\u7684\u56de\u7b54<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/Michael-Hochster\/answers\">Michael Hochster \u7684\u7b54\u6848<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/Ricardo-Vladimiro-1\/answers\">Ricardo Vladimiro \u7684\u7b54\u6848<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/datastories.quora.com\/\">\u7528\u7edf\u8ba1\u6570\u636e\u8bb2\u6545\u4e8b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/topic\/Data-Science\/faq\">Quora \u4e0a\u7684\u6570\u636e\u79d1\u5b66\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/topic\/Machine-Learning\/faq\">Quora \u4e0a\u7684\u673a\u5668\u5b66\u4e60\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>Kaggle \u7ade\u8d5b WriteUp<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#kaggle-competitions-writeup\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/yanirseroussi.com\/2014\/08\/24\/how-to-almost-win-kaggle-competitions\/\">\u5982\u4f55\u51e0\u4e4e\u8d62\u5f97 Kaggle \u6bd4\u8d5b<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/blog.kaggle.com\/2015\/10\/05\/grasp-and-lift-eeg-detection-winners-interview-3rd-place-team-hedj\/\">\u7528\u4e8e\u8111\u7535\u56fe\u68c0\u6d4b\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/alexminnaar.com\/tag\/kaggle-competitions.html\">Facebook \u62db\u8058 III \u8be6\u89e3<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/mlwave.com\/predicting-click-through-rates-with-online-machine-learning\/\">\u4f7f\u7528\u5728\u7ebf\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u70b9\u51fb\u7387<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/dnc1994.com\/2016\/05\/rank-10-percent-in-first-kaggle-competition-en\/\">\u5982\u4f55\u5728\u7b2c\u4e00\u6b21 Kaggle \u6bd4\u8d5b\u4e2d\u83b7\u5f97 10% \u7684\u6392\u540d<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>\u5907\u5fd8\u5355<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#cheat-sheets\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/static1.squarespace.com\/static\/54bf3241e4b0f0d81bf7ff36\/t\/55e9494fe4b011aed10e48e5\/1441352015658\/probability_cheatsheet.pdf\">\u6982\u7387\u901f\u67e5\u8868<\/a>\uff0c\u00a0<a href=\"http:\/\/www.wzchen.com\/probability-cheatsheet\/\">\u6765\u6e90<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/soulmachine\/machine-learning-cheat-sheet\">\u673a\u5668\u5b66\u4e60\u901f\u67e5\u8868<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/ml-compiled.readthedocs.io\/en\/latest\/\">\u673a\u5668\u5b66\u4e60\u7f16\u8bd1<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>\u5206\u7c7b<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#classification\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/www.win-vector.com\/blog\/2015\/02\/does-balancing-classes-improve-classifier-performance\/\">\u5e73\u8861\u7c7b\u522b\u53ef\u4ee5\u63d0\u9ad8\u5206\u7c7b\u5668\u7684\u6027\u80fd\u5417\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stats.stackexchange.com\/questions\/6581\/what-is-deviance-specifically-in-cart-rpart\">\u4ec0\u4e48\u662f\u8d8a\u8f68\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stackoverflow.com\/questions\/2595176\/when-to-choose-which-machine-learning-classifier\">\u4f55\u65f6\u9009\u62e9\u54ea\u79cd\u673a\u5668\u5b66\u4e60\u5206\u7c7b\u5668\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quora.com\/What-are-the-advantages-of-different-classification-algorithms\">\u4e0d\u540c\u5206\u7c7b\u7b97\u6cd5\u5404\u6709\u4ec0\u4e48\u4f18\u70b9\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.dataschool.io\/roc-curves-and-auc-explained\/\">ROC \u548c AUC \u89e3\u91ca<\/a>\uff08<a href=\"https:\/\/youtu.be\/OAl6eAyP-yo\">\u76f8\u5173\u89c6\u9891<\/a>\uff09<\/li>\n\n\n\n<li><a href=\"https:\/\/ccrma.stanford.edu\/workshops\/mir2009\/references\/ROCintro.pdf\">ROC\u5206\u6790\u7b80\u4ecb<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.dataschool.io\/simple-guide-to-confusion-matrix-terminology\/\">\u6df7\u6dc6\u77e9\u9635\u672f\u8bed\u7684\u7b80\u5355\u6307\u5357<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a>\u7ebf\u6027\u56de\u5f52<\/a><\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#linear-regression\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#general-\">\u4e00\u822c\u7684<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/pareonline.net\/getvn.asp?n=2&amp;v=8\">\u7ebf\u6027\u56de\u5f52\u7684\u5047\u8bbe<\/a>\uff0c<a href=\"http:\/\/stats.stackexchange.com\/questions\/16381\/what-is-a-complete-list-of-the-usual-assumptions-for-linear-regression\">Stack Exchange<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/people.duke.edu\/~rnau\/regintro.htm\">\u7ebf\u6027\u56de\u5f52\u7efc\u5408\u8d44\u6e90<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/www.dataschool.io\/applying-and-interpreting-linear-regression\/\">\u5e94\u7528\u548c\u89e3\u91ca\u7ebf\u6027\u56de\u5f52<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stats.stackexchange.com\/questions\/52089\/what-does-having-constant-variance-in-a-linear-regression-model-mean\/52107?stw=2#52107\">\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u65b9\u5dee\u6052\u5b9a\u610f\u5473\u7740\u4ec0\u4e48\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stats.stackexchange.com\/questions\/22718\/what-is-the-difference-between-linear-regression-on-y-with-x-and-x-with-y?lq=1\">y \u4e0e x \u7684\u7ebf\u6027\u56de\u5f52\u548c x \u4e0e y \u7684\u7ebf\u6027\u56de\u5f52\u4e4b\u95f4\u7684\u5dee\u5f02<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.researchgate.net\/post\/Is_linear_regression_valid_when_the_outcome_dependant_variable_not_normally_distributed\">\u5f53\u56e0\u53d8\u91cf\u4e0d\u670d\u4ece\u6b63\u6001\u5206\u5e03\u65f6\uff0c\u7ebf\u6027\u56de\u5f52\u6709\u6548\u5417\uff1f<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u591a\u91cd\u5171\u7ebf\u6027\u548c\u65b9\u5dee\u81a8\u80c0\u56e0\u5b50\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Multicollinearity\">\u865a\u62df\u53d8\u91cf\u9677\u9631 | \u591a\u91cd\u5171\u7ebf\u6027<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/jonlefcheck.net\/2012\/12\/28\/dealing-with-multicollinearity-using-variance-inflation-factors\/\">\u4f7f\u7528 VIF \u5904\u7406\u591a\u91cd\u5171\u7ebf\u6027<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#residuals-\">\u6b8b\u5dee\u5206\u6790<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/stats.stackexchange.com\/questions\/58141\/interpreting-plot-lm\">\u5728 R \u4e2d\u89e3\u91ca plot.lm()<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stats.stackexchange.com\/questions\/101274\/how-to-interpret-a-qq-plot?lq=1\">\u5982\u4f55\u89e3\u8bfb QQ \u56fe\uff1f<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/stats.stackexchange.com\/questions\/76226\/interpreting-the-residuals-vs-fitted-values-plot-for-verifying-the-assumptions\">\u89e3\u91ca\u6b8b\u5dee\u4e0e\u62df\u5408\u56fe<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials#outliers-\">\u5f02\u5e38\u503c<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/stats.stackexchange.com\/questions\/175\/how-should-outliers-be-dealt-with-in-linear-regression-analysis\">\u5e94\u8be5\u5982\u4f55\u5904\u7406\u5f02\u5e38\u503c\uff1f<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Elastic_net_regularization\">\u5f39\u6027\u7f51\u7edc<\/a>\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/web.stanford.edu\/~hastie\/Papers\/elasticnet.pdf\">\u901a\u8fc7\u5f39\u6027\u7f51\u7edc\u8fdb\u884c\u6b63\u5219\u5316\u548c\u53d8\u91cf\u9009\u62e9<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u94fe\u63a5\uff1a http:\/\/www.gitpp.com\/datasets\/machine-learning-tuto 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