{"id":201,"date":"2016-05-07T19:35:59","date_gmt":"2016-05-07T19:35:59","guid":{"rendered":"http:\/\/blogs.softwareclue.com\/?p=201"},"modified":"2016-05-07T19:43:39","modified_gmt":"2016-05-07T19:43:39","slug":"four-steps-to-master-machine-learning-with-python","status":"publish","type":"post","link":"http:\/\/blog.softwareclues.com\/zh\/four-steps-to-master-machine-learning-with-python","title":{"rendered":"\u5229\u7528Python\uff0c\u56db\u6b65\u638c\u63e1\u673a\u5668\u5b66\u4e60"},"content":{"rendered":"<p>\u672c\u6587\u7531 <a href=\"http:\/\/python.jobbole.com\">\u4f2f\u4e50\u5728\u7ebf<\/a> &#8211; <a href=\"http:\/\/www.jobbole.com\/members\/q974603035\">J.F.<\/a> \u7ffb\u8bd1\uff0c<a href=\"http:\/\/www.jobbole.com\/members\/renlytime\">renlytime<\/a> \u6821\u7a3f<\/p>\n<p>\u4e3a\u4e86\u7406\u89e3\u548c\u5e94\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u4f60\u9700\u8981\u5b66\u4e60\u00a0Python\u00a0\u6216\u8005\u00a0R\u3002\u8fd9\u4e24\u8005 \u90fd\u662f\u4e0e\u00a0C\u3001Java\u3001PHP\u00a0\u76f8\u7c7b\u4f3c\u7684\u7f16\u7a0b\u8bed\u8a00\u3002\u4f46\u662f\uff0c\u56e0\u4e3a\u00a0Python\u00a0\u4e0e\u00a0R\u00a0\u90fd\u6bd4\u8f83\u5e74\u8f7b\uff0c\u800c\u4e14\u66f4\u52a0\u201c\u8fdc\u79bb\u201dCPU\uff0c\u6240\u4ee5\u5b83\u4eec\u663e\u5f97\u7b80\u5355\u4e00\u4e9b\u3002\u76f8\u5bf9 \u4e8eR\u00a0\u53ea\u7528\u4e8e\u5904\u7406\u6570\u636e\uff0c\u4f7f\u7528\u4f8b\u5982\u673a\u5668\u5b66\u4e60\u3001\u7edf\u8ba1\u7b97\u6cd5\u548c\u6f02\u4eae\u7684\u7ed8\u56fe\u5206\u6790\u6570\u636e\uff0c\u00a0Pthon\u00a0\u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u9002\u7528\u4e8e\u8bb8\u591a\u5176\u4ed6\u7684\u95ee\u9898\u3002\u56e0\u4e3a\u00a0Python\u00a0\u62e5\u6709\u66f4 \u5e7f\u9614\u7684\u5206\u5e03\uff08\u4f7f\u7528\u00a0Jango\u00a0\u6258\u7ba1\u7f51\u7ad9\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u00a0NLP\uff0c\u8bbf\u95ee\u00a0Twitter\u3001Linkedin\u00a0\u7b49\u7f51\u7ad9\u7684\u00a0API\uff09\uff0c\u540c\u65f6\u7c7b\u4f3c\u4e8e\u66f4\u591a\u7684\u4f20\u7edf\u8bed \u8a00\uff0c\u6bd4\u5982\u00a0C\u00a0python\u00a0\u5c31\u6bd4\u8f83\u6d41\u884c\u3002<\/p>\n<h2>\u5728Python\u4e2d\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u7684\u56db\u4e2a\u6b65\u9aa4<\/h2>\n<p>1\u3001\u9996\u5148\u4f60\u8981\u4f7f\u7528\u4e66\u7c4d\u3001\u8bfe\u7a0b\u3001\u89c6\u9891\u6765\u5b66\u4e60\u00a0Python\u00a0\u7684\u57fa\u7840\u77e5\u8bc6<\/p>\n<p>2\u3001\u7136\u540e\u4f60\u5fc5\u9700\u638c\u63e1\u4e0d\u540c\u7684\u6a21\u5757\uff0c\u6bd4\u5982\u00a0Pandas\u3001Numpy\u3001Matplotlib\u3001NLP\u00a0(\u81ea\u7136\u8bed\u8a00\u5904\u7406)\uff0c\u6765\u5904\u7406\u3001\u6e05\u7406\u3001\u7ed8\u56fe\u548c\u7406\u89e3\u6570\u636e\u3002<\/p>\n<p>3\u3001\u63a5\u7740\u4f60\u5fc5\u9700\u80fd\u591f\u4ece\u7f51\u9875\u6293\u53d6\u6570\u636e\uff0c\u65e0\u8bba\u662f\u901a\u8fc7\u7f51\u7ad9API\uff0c\u8fd8\u662f\u7f51\u9875\u6293\u53d6\u6a21\u5757Beautiful\u00a0Soap\u3002\u901a\u8fc7\u7f51\u9875\u6293\u53d6\u53ef\u4ee5\u6536\u96c6\u6570\u636e\uff0c\u5e94\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3002<\/p>\n<p>4\u3001\u6700\u540e\u4e00\u6b65\uff0c\u4f60\u5fc5\u9700\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u5de5\u5177\uff0c\u6bd4\u5982\u00a0Scikit-Learn\uff0c\u6216\u8005\u5728\u6293\u53d6\u7684\u6570\u636e\u4e2d\u6267\u884c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5(ML-algorithm)\u3002<\/p>\n<h2>1.Python\u5165\u95e8\u6307\u5357\uff1a<\/h2>\n<p>\u6709\u4e00\u4e2a\u7b80\u5355\u800c\u5feb\u901f\u5b66\u4e60Python\u7684\u65b9\u6cd5\uff0c\u662f\u5728\u00a0<a href=\"http:\/\/www.codecademy.com\/\">codecademy.com<\/a>\u00a0\u00a0\u6ce8\u518c\uff0c\u7136\u540e\u5f00\u59cb\u7f16\u7a0b\uff0c\u5e76\u5b66\u4e60\u00a0Python\u00a0\u57fa\u7840\u77e5\u8bc6\u3002\u53e6\u4e00\u4e2a\u5b66\u4e60Python\u7684\u7ecf\u5178\u65b9\u6cd5\u662f\u901a\u8fc7\u00a0<a href=\"http:\/\/learnpythonthehardway.org\/book\/\">learnpythonthehardway<\/a>\u00a0\uff0c\u4e00\u4e2a\u4e3a\u5e7f\u5927\u00a0Python\u00a0\u7f16\u7a0b\u8005\u6240\u63a8\u8350\u7684\u7f51\u7ad9\u3002\u7136\u540e\u8fd8\u6709\u4e00\u4e2a\u4f18\u79c0\u7684\u00a0PDF\uff0c\u00a0<a href=\"http:\/\/www.ibiblio.org\/swaroopch\/byteofpython\/files\/120\/byteofpython_120.pdf\">byte\u2002of\u2002python<\/a>\u00a0\u3002python\u793e\u56e2\u8fd8\u4e3a\u521d\u5b66\u8005\u51c6\u5907\u4e86\u4e00\u4e2aPython\u8d44\u6e90\u5217\u8868<a href=\"https:\/\/wiki.python.org\/moin\/BeginnersGuide\/Programmers\">list\u2002of\u2002python\u2002resources<\/a>\u3002\u540c\u65f6\uff0c\u8fd8\u6709\u6765\u81ea\u00a0O\u2019Reilley\u00a0\u7684\u4e66\u7c4d\u00a0\u300aThink\u00a0Python\u300b\uff0c\u4e5f\u53ef\u4ee5\u4ece\u8fd9\u91cc\u514d\u8d39<a href=\"http:\/\/www.greenteapress.com\/thinkpython\/\">\u4e0b\u8f7d<\/a>\u00a0\u3002\u6700\u540e\u4e00\u4e2a\u8d44\u6e90\u662f Python\u00a0\u7528\u4e8e\u8ba1\u91cf\u7ecf\u6d4e\u5b66\u3001\u7edf\u8ba1\u5b66\u548c\u6570\u636e\u5206\u6790\u7684\u4ecb\u7ecd\uff1a\u300a<a href=\"https:\/\/www.kevinsheppard.com\/images\/0\/09\/Python_introduction.pdf\">Introduction\u2002to\u2002Python\u2002for\u2002Econometrics,\u2002Statistics\u2002and\u2002Data\u2002Analysis<\/a>\u00a0\u300b\uff0c\u5176\u4e2d\u4e5f\u5305\u542b\u4e86\u00a0Python\u00a0\u7684\u57fa\u7840\u77e5\u8bc6\u3002<\/p>\n<h3>2.\u673a\u5668\u5b66\u4e60\u7684\u91cd\u8981\u6a21\u5757<\/h3>\n<p>\u5173\u4e8e\u673a\u5668\u5b66\u4e60\u6700\u91cd\u8981\u7684\u6a21\u5757\u662f\uff1a<a href=\"http:\/\/www.numpy.org\/\">NumPy<\/a>,\u00a0<a href=\"http:\/\/pandas.pydata.org\/\">Pandas<\/a>,\u00a0<a href=\"http:\/\/matplotlib.org\/\">Matplotlib<\/a>\u00a0\u548c\u00a0<a href=\"http:\/\/ipython.org\/\">IPython<\/a>\u00a0\u3002\u6709\u4e00\u672c\u4e66\u6db5\u76d6\u4e86\u5176\u4e2d\u4e00\u4e9b\u6a21\u5757\uff1a\u300a<a href=\"http:\/\/shop.oreilly.com\/product\/9780596802363.do\">Data\u2002Analysis\u2002with\u2002Open\u2002Source\u2002Tools<\/a>\u300b\u00a0\u3002\u7136\u540e\u6765\u81ea\u4e8e1.\u7684\u514d\u8d39\u4e66\u7c4d\u300a<a href=\"https:\/\/www.kevinsheppard.com\/images\/0\/09\/Python_introduction.pdf\">Introduction\u2002to\u2002Python\u2002for\u2002Econometrics,\u2002Statistics\u2002and\u2002Data\u2002Analysis<\/a>\u300b\uff0c\u540c\u65f6\u4e5f\u5305\u62ec Numpy\uff0cPandas\uff0cMatplotlib\u00a0\u548c\u00a0IPython\u8fd9\u51e0\u4e2a\u6a21\u5757\u3002\u8fd8\u6709\u4e00\u4e2a\u8d44\u6e90\u662f\u00a0<a href=\"http:\/\/www.amazon.com\/dp\/1449319793?tag=inspiredalgor-20\">Python\u2002for\u2002Data\u2002Analysis:\u2002Data\u2002Wrangling\u2002with\u2002Pandas,\u2002NumPy,\u2002and\u2002IPython<\/a>\uff0c\u4e5f\u5305\u542b\u4e86\u4e00\u4e9b\u5f88\u91cd\u8981\u7684\u6a21\u5757\u3002\u4ee5\u4e0b\u662f\u5176\u4ed6\u514d\u8d39\u6a21\u5757\u7684\u76f8\u5173\u94fe\u63a5\uff1a\u00a0Numpy\u00a0(<a href=\"http:\/\/www.lassp.cornell.edu\/sethna\/DM\/Documentation\/numpy.pdf\">Numerical\u2002Python<\/a>,\u00a0<a href=\"https:\/\/docs.scipy.org\/doc\/numpy\/numpy-user-1.9.1.pdf\">Numpy\u2002Userguide<\/a>,\u00a0<a href=\"http:\/\/web.mit.edu\/dvp\/Public\/numpybook.pdf\">Guide\u2002to\u2002NumPy<\/a>),\u00a0\u00a0Pandas\u00a0(<a href=\"http:\/\/pandas.pydata.org\/pandas-docs\/version\/0.16.2\/pandas.pdf\">Pandas,\u2002Powerful\u2002Python\u2002Data\u2002Analysis\u2002Toolkit<\/a>\uff0c<a href=\"http:\/\/pbpython.com\/excel-pandas-comp.html\">Practical\u2002Business\u2002Python<\/a>\uff0c<a href=\"http:\/\/www.gregreda.com\/2013\/10\/26\/intro-to-pandas-data-structures\/\">Intros\u2002to\u2002Pandas\u2002Data\u2002Structure<\/a>)\u00a0\u00a0\u548c\u00a0\u00a0<a href=\"http:\/\/www.ast.uct.ac.za\/%7Esarblyth\/pythonGuide\/PythonPlottingBeginnersGuide.pdf\">Matplotlib\u2002books<\/a>\u3002<\/p>\n<p>\u5176\u5b83\u8d44\u6e90:<\/p>\n<ul>\n<li><a href=\"http:\/\/pandas.pydata.org\/pandas-docs\/stable\/10min.html\">10\u2002minutes\u2002to\u2002Pandas<\/a><\/li>\n<li><a href=\"http:\/\/machinelearningmastery.com\/prepare-data-for-machine-learning-in-python-with-pandas\/\">Pandas\u2002for\u2002machine\u2002learning<\/a><\/li>\n<li><a href=\"http:\/\/www.labri.fr\/perso\/nrougier\/teaching\/numpy.100\/\">100\u2002NumPy\u2002exercises<\/a><\/li>\n<\/ul>\n<h3>3.\u4ece\u7f51\u7ad9\u901a\u8fc7API\u6316\u6398\u548c\u6293\u53d6\u6570\u636e<\/h3>\n<p>\u4e00\u65e6\u7406\u89e3\u4e86Python\u7684\u57fa\u7840\u77e5\u8bc6\u548c\u6700\u91cd\u8981\u7684\u6a21\u5757\uff0c\u4f60\u5fc5\u9700\u8981\u5b66\u4e60\u5982\u4f55\u4ece\u4e0d\u540c\u7684\u6e90\u6536\u96c6\u6570\u636e\u3002\u8fd9\u4e2a\u6280\u672f\u4e5f\u88ab\u79f0\u4f5c\u7f51\u9875\u6293\u53d6\u3002\u4f20\u7edf\u7684\u6e90\u662f\u7f51\u7ad9\u6587\u672c\uff0c\u901a\u8fc7API\u8fdb\u5165twitter\u6216linkedin\u4e00\u7c7b\u7f51\u7ad9\u5f97\u5230\u7684\u6587\u672c\u6570\u636e\u3002\u7f51\u9875\u6293\u53d6\u65b9\u9762\u7684\u4f18\u79c0\u4e66\u7c4d\u5305\u62ec\uff1a\u300a\u00a0<a href=\"https:\/\/github.com\/ptwobrussell\/Mining-the-Social-Web-2nd-Edition\">Mining\u2002the\u2002Social\u2002Web<\/a>\u300b\u00a0\uff08\u514d\u8d39\u4e66\u7c4d\uff09\uff0c\u300a<a href=\"http:\/\/www.amazon.com\/Web-Scraping-Python-Richard-Penman-ebook\/dp\/B00YSIL1XK\/ref=sr_1_4?s=books&amp;ie=UTF8&amp;qid=1436818435&amp;sr=1-4&amp;keywords=web+scraping++python\">Web\u2002Scraping\u2002with\u2002Python<\/a>\u300b\u00a0\u548c\u300a\u00a0<a href=\"http:\/\/www.amazon.com\/Web-Scraping-Python-Collecting-Modern\/dp\/1491910291\/ref=sr_1_6?s=books&amp;ie=UTF8&amp;qid=1436818161&amp;sr=1-6&amp;keywords=machine+learning+python\">Web\u2002Scraping\u2002with\u2002Python:\u2002Collecting\u2002Data\u2002from\u2002the\u2002Modern\u2002Web<\/a>\u300b\u3002<\/p>\n<p>\u6700\u540e\u8fd9\u4e2a\u6587\u672c\u6570\u636e\u5fc5\u987b\u8981\u8f6c\u6362\u4e3a\u6570\u503c\u6570\u636e\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u6280\u672f\u5b8c\u6210\uff0c\u00a0<a href=\"http:\/\/www.amazon.com\/dp\/0596516495?tag=inspiredalgor-20\">Natural\u2002language\u2002processing\u2002with\u2002Python<\/a>\u00a0\u548c\u00a0<a href=\"http:\/\/shop.oreilly.com\/product\/0636920020578.do\">Natural\u2002Language\u2002Annotation\u2002for\u2002Machine\u2002Learning<\/a>\u00a0\u4e0a\u9762\u6709\u76f8\u5e94\u7684\u8d44\u6599\u3002\u5176\u5b83\u7684\u6570\u636e\u5305\u62ec\u56fe\u7247\u548c\u89c6\u9891\uff0c\u53ef\u4ee5\u4f7f\u7528\u8ba1\u7b97\u673a\u56fe\u50cf\u6280\u672f\u5206\u6790\uff1a\u00a0<a href=\"http:\/\/programmingcomputervision.com\/downloads\/ProgrammingComputerVision_CCdraft.pdf\">Programming\u2002Computer\u2002Vision\u2002with\u2002Python<\/a>\uff0c<a href=\"http:\/\/www.amazon.com\/dp\/1449316549?tag=inspiredalgor-20\">Programming\u2002Computer\u2002Vision\u2002with\u2002Python:\u2002Tools\u2002and\u2002algorithms\u2002for\u2002analyzing\u2002images<\/a>\u00a0\u00a0\u548c\u00a0\u00a0<a href=\"https:\/\/www.pyimagesearch.com\/practical-python-opencv\/\">Practical\u2002Python\u2002and\u2002OpenCV<\/a>\u00a0\uff0c\u8fd9\u4e9b\u662f\u56fe\u7247\u5206\u6790\u65b9\u9762\u7684\u5178\u578b\u8d44\u6e90\u3002<\/p>\n<p>\u4ee5\u4e0b\u4f8b\u5b50\u4e2d\u5305\u62ec\u53ef\u4ee5\u7528\u57fa\u672c\u7684Python\u547d\u4ee4\u884c\u5b9e\u73b0\uff0c\u6709\u6559\u80b2\u610f\u4e49\uff0c\u800c\u4e14\u6709\u8da3\u7684\u4f8b\u5b50\uff0c\u4ee5\u53ca\u7f51\u9875\u6293\u53d6\u6280\u672f\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/geduldig.github.io\/tutorials\/twitter-couchdb\/\">Mini-Tutorial:\u2002Saving\u2002Tweets\u2002to\u2002a\u2002Database\u2002with\u2002Python<\/a>\u00a0\uff08\u5fae\u578b\u6559\u7a0b\uff1a\u4f7f\u7528Python\u4fdd\u5b58\u63a8\u6587\u5230\u6570\u636e\u5e93\uff09<\/li>\n<li><a href=\"https:\/\/jessesw.com\/Data-Science-Skills\/\">Web\u2002Scraping\u2002Indeed\u2002for\u2002Key\u2002Data\u2002Science\u2002Job\u2002Skills<\/a>\u00a0\uff08\u7f51\u9875\u6293\u53d6\u5173\u952e\u6570\u636e\u79d1\u5b66\u5de5\u4f5c\u6280\u5de7\uff09<\/li>\n<li><a href=\"http:\/\/rodrigoaraujo.me\/general\/setup\/demo\/2015\/07\/02\/Case-Study:-Sentiment-Analysis-on-Movie-Reviews.html\">Case\u2002Study:\u2002Sentiment\u2002Analysis\u2002On\u2002Movie\u2002Reviews<\/a>\u00a0\uff08\u6848\u4f8b\u5b66\u4e60\uff1a\u7535\u5f71\u8bc4\u8bba\u4e2d\u7684\u60c5\u611f\u5206\u6790\uff09<\/li>\n<li><a href=\"https:\/\/first-web-scraper.readthedocs.org\/en\/latest\/\">First\u2002Web\u2002Scraper<\/a>\u00a0\uff08\u7b2c\u4e00\u7f51\u9875\u6293\u53d6\uff09<\/li>\n<li><a href=\"https:\/\/indico.io\/blog\/email-sentiment\/\">Sentiment\u2002Analysis\u2002of\u2002Emails<\/a>\u00a0\uff08\u90ae\u4ef6\u7684\u60c5\u611f\u5206\u6790\uff09<\/li>\n<li><a href=\"http:\/\/stevenloria.com\/how-to-build-a-text-classification-system-with-python-and-textblob\/?utm_content=buffera3613&amp;utm_medium=social&amp;utm_source=twitter.com&amp;utm_campaign=buffer\">Simple\u2002Text\u2002Classification<\/a>\u00a0\uff08\u7b80\u5355\u6587\u672c\u5206\u7c7b\uff09<\/li>\n<li><a href=\"http:\/\/fjavieralba.com\/basic-sentiment-analysis-with-python.html\">Basic\u2002Sentiment\u2002Analysis\u2002with\u2002Python<\/a>\u00a0\uff08Python\u57fa\u7840\u60c5\u611f\u5206\u6790\uff09<\/li>\n<li><a title=\"Permanent Link to Twitter sentiment analysis using Python and NLTK\" href=\"http:\/\/www.laurentluce.com\/posts\/twitter-sentiment-analysis-using-python-and-nltk\/\">Twitter\u2002sentiment\u2002analysis\u2002using\u2002Python\u2002and\u2002NLTK<\/a>\u00a0\uff08\u4f7f\u7528Python\u548cNLTK\u00a0\u505aTwitter\u60c5\u611f\u5206\u6790\uff09<\/li>\n<li><a href=\"http:\/\/andybromberg.com\/sentiment-analysis-python\/\">Second\u2002Try:\u2002Sentiment\u2002Analysis\u2002in\u2002Python<\/a>\u00a0\uff08\u7b2c\u4e8c\u4e2a\u5c1d\u8bd5\uff1aPython\u60c5\u611f\u5206\u6790\uff09<\/li>\n<li><a href=\"https:\/\/jessesw.com\/NLP-Movie-Reviews\/\">Natural\u2002Language\u2002Processing\u2002in\u2002a\u2002Kaggle\u2002Competition\u2002for\u2002Movie\u2002Reviews<\/a>\u00a0\u00a0\uff08\u7535\u5f71\u8bc4\u8bba\u76f8\u5173Kaggle\u00a0Competition\u4e2d\u7684NLP\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff09<\/li>\n<\/ul>\n<p>4.\u00a0Python\u00a0\u4e2d\u7684\u673a\u5668\u5b66\u4e60<\/p>\n<p>\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u5206\u4e3a\u56db\u7ec4\uff1a\u5206\u7c7b\uff0c\u805a\u7c7b\uff0c\u56de\u5f52\u548c\u964d\u7ef4\u3002<\/p>\n<p><a href=\"https:\/\/i0.wp.com\/jbcdn2.b0.upaiyun.com\/2015\/08\/8bc777ace83a66dfe2935967b1fd138b.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-50849\" src=\"https:\/\/i0.wp.com\/jbcdn2.b0.upaiyun.com\/2015\/08\/8bc777ace83a66dfe2935967b1fd138b.png?resize=840%2C462\" alt=\"drop_shadows_background2\" width=\"840\" height=\"462\" data-recalc-dims=\"1\" \/><\/a><\/p>\n<p>\u201c\u5206\u7c7b\u201d\u4e5f\u53ef\u4ee5\u79f0\u4f5c\u76d1\u7763\u5b66\u4e60\uff0c\u6709\u52a9\u4e8e\u5206\u7c7b\u56fe\u7247\uff0c\u7528\u6765\u8bc6\u522b\u56fe\u7247\u4e2d\u7684\u7279\u5f81\u6216\u8138 \u578b\uff0c\u6216\u8005\u901a\u8fc7\u7528\u6237\u5916\u5f62\u6765\u5206\u7c7b\u7528\u6237\uff0c\u5e76\u7ed9\u4ed6\u8d4b\u4e0d\u540c\u7684\u5206\u6570\u503c\u3002\u201c\u805a\u7c7b\u201d\u53d1\u751f\u5728\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u60c5\u51b5\uff0c\u5141\u8bb8\u7528\u6237\u5728\u6570\u636e\u4e2d\u8bc6\u522b\u7ec4\/\u96c6\u7fa4\u3002\u201c\u56de\u5f52\u201d\u5141\u8bb8\u901a\u8fc7\u53c2\u6570\u96c6\u4f30\u7b97\u4e00 \u4e2a\u503c\uff0c\u53ef\u4ee5\u5e94\u7528\u4e8e\u9884\u6d4b\u4f4f\u5b85\u3001\u516c\u5bd3\u6216\u6c7d\u8f66\u7684\u6700\u4f18\u4ef7\u683c\u3002<\/p>\n<p><a href=\"https:\/\/github.com\/sandbreaker\/awesome-machine-learning\/blob\/master\/README.md\">modules,\u2002packages\u2002and\u2002techniques<\/a>\u00a0\u7f57\u5217\u4e86\u00a0Python\u3001C\u3001Scala\u3001Java\u3001Julia\u3001MATLAB\u3001Go\u3001R\u00a0\u548c\u00a0Ruby\u7b49\u8bed\u8a00\u4e2d\u6240\u6709\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u7684\u91cd\u8981\u6a21\u5757\u3001\u5305\u548c\u6280\u5de7\u3002\u6709\u5173Python\u673a\u5668\u5b66\u4e60\u7684\u4e66\u7c4d\uff0c\u6211\u7279\u522b\u63a8\u8350\u300a<a href=\"http:\/\/www.manning.com\/pharrington\/\">Machine\u2002learning\u2002in\u2002action<\/a>\u300b\u3002\u5c3d\u7ba1\u6709\u70b9\u77ed\uff0c\u4f46\u5b83\u5f88\u53ef\u80fd\u662f\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u7ecf\u5178\uff0c\u56e0\u4e3a\u5b83\u63d0\u5230\u4e86\u201c\u96c6\u4f53\u667a\u6167\u7f16\u7a0b\u65f6\u4ee3\u201d\uff1a<a href=\"http:\/\/shop.oreilly.com\/product\/9780596529321.do\">Programming\u2002Collective\u2002Intelligence<\/a>\u3002 \u8fd9\u4e24\u672c\u4e66\u5e2e\u52a9\u4f60\u901a\u8fc7\u6293\u53d6\u6570\u636e\u5efa\u7acb\u673a\u5668\u5b66\u4e60\u3002\u6700\u8fd1\u5173\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u51fa\u7248\u7269\u5927\u591a\u90fd\u662f\u57fa\u4e8e\u6a21\u5757\u00a0scikit-learn\u00a0\u3002\u7531\u4e8e\u6240\u6709\u7684\u7b97\u6cd5\u5728\u6a21\u5757\u4e2d\u90fd\u5df2\u5b9e\u73b0\uff0c\u4f7f \u5f97\u673a\u5668\u5b66\u4e60\u975e\u5e38\u7b80\u5355\u3002\u4f60\u552f\u4e00\u8981\u505a\u7684\u4e8b\u5c31\u662f\u544a\u8bc9\u00a0Python\u00a0\uff0c\u5e94\u8be5\u4f7f\u7528\u54ea\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6280\u5de7\u00a0(ML-technique)\u00a0\u6765\u5206\u6790\u6570\u636e\u3002<\/p>\n<p>\u514d\u8d39\u7684\u00a0<a href=\"http:\/\/scikit-learn.org\/stable\/tutorial\/index.html\">scikit-learn\u6559\u7a0b<\/a>\u00a0\u53ef\u4ee5\u5728 scikit-learn \u5b98\u65b9\u7f51\u7ad9\u4e0a\u627e\u5230\u3002\u5176\u4ed6\u7684\u5e16\u5b50\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u94fe\u63a5\u83b7\u53d6\uff1a<\/p>\n<ul>\n<li><a href=\"http:\/\/kukuruku.co\/hub\/python\/introduction-to-machine-learning-with-python-andscikit-learn?utm_content=buffer70870&amp;utm_medium=social&amp;utm_source=twitter.com&amp;utm_campaign=buffer\">Introduction\u2002to\u2002Machine\u2002Learning\u2002with\u2002Python\u2002and\u2002Scikit-Learn<\/a>\u00a0\uff08\u673a\u5668\u5b66\u4e60\u4e2d Python \u548c Scikit-Learn \u7684\u4ecb\u7ecd\uff09<\/li>\n<li><a href=\"http:\/\/blog.yhathq.com\/posts\/data-science-in-python-tutorial.html\">Data\u2002Science\u2002in\u2002Python<\/a>\u00a0\uff08Python \u4e2d\u7684\u6570\u636e\u79d1\u5b66\uff09<\/li>\n<li><a href=\"http:\/\/blog.yhathq.com\/posts\/machine-learning-for-predicting-bad-loans.html\">Machine\u2002Learning\u2002for\u2002Predicting\u2002Bad\u2002Loans<\/a>\u00a0\uff08\u7528\u673a\u5668\u5b66\u4e60\u6765\u9884\u6d4b\u574f\u8d26\uff09<\/li>\n<li><a href=\"http:\/\/rodrigoaraujo.me\/general\/setup\/demo\/2015\/06\/30\/A-Generic-Architecture-for-Text-Classification.html\">A\u2002Generic\u2002Architecture\u2002for\u2002Text\u2002Classification\u2002with\u2002Machine\u2002Learning<\/a>\u00a0\u00a0\u00a0\u00a0\u00a0\uff08\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u6765\u5206\u7c7b\u6587\u672c\u7684\u901a\u7528\u67b6\u6784\uff09<\/li>\n<li><a href=\"http:\/\/rodrigoaraujo.me\/general\/setup\/demo\/2015\/03\/31\/using-python-and-AI-to-predict-types-of-wine.html\">Using\u2002Python\u2002and\u2002AI\u2002to\u2002predict\u2002types\u2002of\u2002wine<\/a>\u00a0\u00a0\uff08\u5229\u7528\u00a0Python\u00a0\u548c\u00a0AI\u00a0\u4eba\u5de5\u667a\u80fd\u6765\u9884\u6d4b\u9152\u7684\u54c1\u79cd\uff09<\/li>\n<li><a href=\"https:\/\/jmetzen.github.io\/2015-01-29\/ml_advice.html\">Advice\u2002for\u2002applying\u2002Machine\u2002Learning<\/a>\u00a0\u00a0\uff08\u5e94\u7528\u673a\u5668\u5b66\u4e60\u7684\u5efa\u8bae\uff09<\/li>\n<li><a href=\"http:\/\/blog.yhathq.com\/posts\/predicting-customer-churn-with-sklearn.html\">Predicting\u2002customer\u2002churn\u2002with\u2002scikit-learn<\/a>\u00a0\u00a0\uff08\u4f7f\u7528\u00a0scikit-learn\u00a0\u9884\u6d4b\u7528\u6237\u6d41\u5931\uff09<\/li>\n<li><a href=\"http:\/\/www.christianpeccei.com\/musicmap\/\">Mapping\u2002Your\u2002Music\u2002Collection<\/a>\u00a0\u00a0\uff08\u6620\u5c04\u4f60\u7684\u97f3\u4e50\u6536\u85cf\uff09<\/li>\n<li><a href=\"http:\/\/blog.yhathq.com\/posts\/data-science-in-python-tutorial.html\">Data\u2002Science\u2002in\u2002Python<\/a>\u00a0\u00a0\uff08Python\u00a0\u4e2d\u7684\u6570\u636e\u79d1\u5b66\uff09<\/li>\n<li><a href=\"http:\/\/rodrigoaraujo.me\/general\/setup\/demo\/2015\/07\/02\/Case-Study:-Sentiment-Analysis-on-Movie-Reviews.html\">Case\u2002Study:\u2002Sentiment\u2002Analysis\u2002on\u2002Movie\u2002Reviews<\/a>\u00a0\u00a0\uff08\u6848\u4f8b\u5b66\u4e60\uff1a\u7535\u5f71\u8bc4\u8bba\u4e2d\u7684\u60c5\u611f\u5206\u6790\uff09<\/li>\n<li><a href=\"http:\/\/nbviewer.ipython.org\/github\/brandomr\/document_cluster\/blob\/master\/cluster_analysis_web.ipynb\">Document\u2002Clustering\u2002with\u2002Python<\/a>\u00a0\u00a0\uff08Python\u4e2d\u7684\u6587\u6863\u805a\u7c7b\uff09<\/li>\n<li><a href=\"http:\/\/dataaspirant.com\/2015\/04\/11\/five-most-popular-similarity-measures-implementation-in-python\/?utm_content=buffere3a18&amp;utm_medium=social&amp;utm_source=twitter.com&amp;utm_campaign=buffer\">Five\u2002most\u2002popular\u2002similarity\u2002measures\u2002implementation\u2002in\u2002python<\/a>\u00a0\u00a0\uff085\u00a0\u4e2a\u6700\u6d41\u884c\u7684Python\u76f8\u4f3c\u5ea6\u6d4b\u91cf\u7684\u5b9e\u73b0\uff09<\/li>\n<li><a href=\"http:\/\/rodrigoaraujo.me\/general\/setup\/demo\/2015\/07\/02\/Case-Study:-Sentiment-Analysis-on-Movie-Reviews.html\">Case\u2002Study:\u2002Sentiment\u2002Analysis\u2002on\u2002Movie\u2002Reviews<\/a>\u00a0\u00a0\uff08\u6848\u4f8b\u5b66\u4e60\uff1a\u7535\u5f71\u8bc4\u8bba\u4e2d\u7684\u60c5\u611f\u5206\u6790\uff09<\/li>\n<li><a href=\"http:\/\/slendermeans.org\/pages\/will-it-python.html\">Will\u2002it\u2002Python?<\/a>\u00a0\u00a0\uff08\u5c06\u4f1a\u662f\u00a0Python\u00a0\u4e48\uff1f\uff09<\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=Xv6exLVbGPk\">Text\u2002Processing\u2002in\u2002Machine\u2002Learning<\/a>\u00a0\u00a0\uff08\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u6587\u672c\u5904\u7406\uff09<\/li>\n<li><a href=\"http:\/\/blog.francoismaillet.com\/epic-celebration\/\">Hacking\u2002an\u2002epic\u2002NHL\u2002goal\u2002celebration\u2002with\u2002a\u2002hue\u2002light\u2002show\u2002and\u2002real-time\u2002machine\u2002learning<\/a>\u00a0\u00a0\u00a0\uff08\u4f7f\u7528\u8272\u5f69\u706f\u5149\u79c0\u548c\u5b9e\u65f6\u673a\u5668\u5b66\u4e60\u9ed1\u5165\u53f2\u8bd7\u7ea7\u00a0NHL\uff08\u5317\u7f8e\u51b0\u7403\u8054\u8d5b\uff09\u8fdb\u7403\u5e86\u795d\uff09<\/li>\n<li><a href=\"http:\/\/gabrielelanaro.github.io\/blog\/2015\/04\/19\/room-prices-vancouver.html\">Vancouver\u2002Room\u2002Prices<\/a>\u00a0\uff08\u6e29\u54e5\u534e\u623f\u95f4\u4ef7\u683c\uff09<\/li>\n<li><a href=\"https:\/\/jessesw.com\/Faculty-Salaries\/\">Exploring\u2002and\u2002Predicting\u2002University\u2002Faculty\u2002Salaries<\/a>\u00a0\uff08\u63a2\u7d22\u548c\u9884\u6d4b\u5927\u5b66\u6559\u5e08\u5de5\u8d44\uff09<\/li>\n<li><a href=\"https:\/\/jessesw.com\/Air-Delays\/\">Predicting\u2002Airline\u2002Delays<\/a>\u00a0\u00a0\uff08\u9884\u6d4b\u822a\u73ed\u5ef6\u8bef\uff09<\/li>\n<\/ul>\n<p>\u5173\u4e8e\u673a\u5668\u5b66\u4e60\u548c Python \u4e2d\u6a21\u5757 scikit-learn \u7684\u4e66\u7c4d\uff1a<\/p>\n<ul>\n<li><a href=\"http:\/\/www.reddit.com\/r\/MachineLearning\/comments\/1jeawf\/machine_learning_books\/\">Collection\u2002of\u2002books\u2002on\u2002reddit<\/a>\u00a0\u00a0\uff08\u6536\u96c6\u00a0<a href=\"https:\/\/www.reddit.com\/\">reddit<\/a>\u00a0\u65b0\u95fb\u7f51\u7ad9\u4e0a\u7684\u4e66\u7c4d\uff09<\/li>\n<li><a href=\"http:\/\/shop.oreilly.com\/product\/9780596529321.do\">Building\u2002Machine\u2002Learning\u2002Systems\u2002with\u2002Python<\/a>\u00a0\uff08\u7528\u00a0Python\u00a0\u5efa\u7acb\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\uff09<\/li>\n<li><a href=\"http:\/\/shop.oreilly.com\/product\/9781784392772.do\">Building\u2002Machine\u2002Learning\u2002Systems\u2002with\u2002Python,\u20022nd\u2002Edition<\/a>\u00a0\uff08\u7528\u00a0Python\u00a0\u5efa\u7acb\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\uff0c\u7b2c\u4e8c\u7248\uff09<\/li>\n<li><a href=\"http:\/\/www.amazon.com\/dp\/1783281936?tag=inspiredalgor-20\">Learning\u2002scikit-learn:\u2002Machine\u2002Learning\u2002in\u2002Python<\/a>\u00a0\u00a0\uff08\u5b66\u4e60\u00a0scikit-learn:Python\u00a0\u4e2d\u7684\u673a\u5668\u5b66\u4e60\uff09<\/li>\n<li><a href=\"http:\/\/www.amazon.de\/Machine-Learning-Algorithmic-Perspective-Recognition\/dp\/1420067184\">Machine\u2002Learning\u2002Algorithmic\u2002Perspective<\/a>\u00a0\u00a0\u00a0(\u900f\u89c6\u673a\u5668\u5b66\u4e60\u7b97\u6cd5)<\/li>\n<li><a href=\"http:\/\/shop.oreilly.com\/product\/0636920033400.do\">Data\u2002Science\u2002from\u2002Scratch\u2002\u2013\u2002First\u2002Principles\u2002with\u2002Python<\/a>\u00a0\u00a0(\u6293\u53d6\u7684\u6570\u636e\u79d1\u5b66\u2014\u2014\u5173\u4e8e\u00a0Python\u00a0\u7684\u9996\u8981\u539f\u5219)<\/li>\n<li><a href=\"http:\/\/www.amazon.com\/Machine-Learning-Python-Techniques-Predictive\/dp\/1118961749\/ref=sr_1_1?s=books&amp;ie=UTF8&amp;qid=1436818161&amp;sr=1-1&amp;keywords=machine+learning+python\">Machine\u2002Learning\u2002in\u2002Python<\/a>\u00a0\u00a0\u00a0\uff08Python\u00a0\u4e2d\u7684\u673a\u5668\u5b66\u4e60\uff09<\/li>\n<\/ul>\n<p>\u63a5\u4e0b\u6765\u6570\u6708\u5c06\u8981\u53d1\u884c\u7684\u4e66\u7c4d\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u300a<a href=\"http:\/\/www.amazon.de\/Introduction-Machine-Learning-Python-Sarah\/dp\/1449369413\/ref=sr_1_2?s=books-intl-de&amp;ie=UTF8&amp;qid=1436818932&amp;sr=1-2&amp;keywords=machine+learning+python\">Introduction\u2002to\u2002Machine\u2002Learning\u2002with\u2002Python<\/a>\u300b\u00a0\uff08Python\u00a0\u673a\u5668\u5b66\u4e60\u7684\u4ecb\u7ecd\uff09<\/li>\n<li>\u300a<a href=\"http:\/\/www.amazon.com\/Thoughtful-Machine-Learning-Python-Test-Driven\/dp\/1491924136\/ref=sr_1_30?s=books&amp;ie=UTF8&amp;qid=1436818668&amp;sr=1-30&amp;keywords=machine+learning+python\">Thoughtful\u2002Machine\u2002Learning\u2002with\u2002Python:\u2002A\u2002Test-Driven\u2002Approach<\/a>\u300b\u00a0\uff08\u601d\u8003 Python\u00a0\u673a\u5668\u5b66\u4e60\uff1a\u63a5\u8fd1\u6d4b\u8bd5\u9a71\u52a8\uff09<\/li>\n<\/ul>\n<h2>\u673a\u5668\u5b66\u4e60\u76f8\u5173\u7684\u8bfe\u7a0b\u548c\u535a\u5ba2<\/h2>\n<p>\u4f60\u60f3\u8981\u5f97\u5230\u4e00\u4e2a\u5b66\u4f4d\uff0c\u52a0\u5165\u5728\u7ebf\u8bfe\u7a0b\uff0c\u6216\u8005\u53c2\u52a0\u7ebf\u4e0b\u8bb2\u4e60\u73ed\u3001\u5927\u672c\u8425\u6216\u5927\u5b66\u8bfe\u7a0b\u4e48\uff1f\u8fd9\u91cc\u6709\u4e00\u4e9b\u5173\u4e8e\u903b\u8f91\u5206\u6790\u3001\u5927\u6570\u636e\u3001\u6570\u636e\u6316\u6398\u548c\u6570\u636e\u79d1\u5b66\u7684\u5728\u7ebf\u6559\u80b2\u7ad9\u70b9\u94fe\u63a5\uff1a<a href=\"http:\/\/www.kdnuggets.com\/education\/online.html\">Collection\u2002of\u2002links<\/a>\u00a0\u3002\u53e6\u5916\u63a8\u8350\u4e00\u4e9b\u5728\u7ebf\u8bfe\u7a0b\u2013\u6765\u81eaUdacity\u7684Coursera\u00a0\u8bfe\u7a0b\uff1a<a href=\"https:\/\/www.coursera.org\/learn\/machine-learning\/home\/info\">machine\u2002learning<\/a>\u00a0\u00a0\u548c\u00a0<a href=\"https:\/\/www.udacity.com\/course\/data-analyst-nanodegree--nd002\">Data\u2002Analyst\u2002Nanodegree<\/a>\u3002\u8fd8\u6709\u4e00\u4e9b\u5173\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u535a\u5ba2\u5217\u8868\uff1a<a href=\"http:\/\/bigdata-madesimple.com\/frequently-updated-machine-learning-blogs\/?utm_source=email&amp;utm_medium=email&amp;utm_campaign=BDMS-newsletter-March27&amp;utm_content=BDMS-newsletter-March27+CID_904ac9851a52fa4c3720472ab62f69cd&amp;utm_source=Email&amp;utm_term=Read%20More\">List\u2002of\u2002frequently\u2002updated\u2002blogs<\/a>\u3002<\/p>\n<p>\u6700\u540e\u662f\u6765\u81ea\u00a0Jake\u00a0Vanderplas\u00a0\u548c\u00a0Olivier\u00a0Grisel\uff0c\u5173\u4e8e\u63a2\u7d22\u673a\u5668\u5b66\u4e60\u7684\u4f18\u79c0\u00a0<a href=\"http:\/\/www.youtube.com\/embed\/HjAB45qsx_c?version=3&amp;rel=1&amp;fs=1&amp;autohide=2&amp;showsearch=0&amp;showinfo=1&amp;iv_load_policy=1&amp;wmode=transparent\">youtube\u00a0\u89c6\u9891\u8bfe\u7a0b<\/a>\u3002<\/p>\n<h2>\u673a\u5668\u5b66\u4e60\u7406\u8bba<\/h2>\n<p>\u60f3\u8981\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u7684\u7406\u8bba\uff1f\u90a3\u4e48\uff0c\u300a<a href=\"http:\/\/statweb.stanford.edu\/%7Etibs\/ElemStatLearn\/\">The\u2002Elements\u2002of\u2002statistical\u2002Learning<\/a>\u300b\u548c\u300a\u00a0<a href=\"http:\/\/www-bcf.usc.edu\/%7Egareth\/ISL\/\">Introduction\u2002to\u2002Statistical\u2002Learning<\/a>\u300b\u00a0\u662f\u5e38\u5e38\u88ab\u5f15\u7528\u7684\u7ecf\u5178\u3002\u7136\u540e\u8fd8\u6709\u53e6\u5916\u4e24\u672c\u4e66\u7c4d\uff1a\u300a<a href=\"http:\/\/alex.smola.org\/drafts\/thebook.pdf\">Introduction\u2002to\u2002machine\u2002learning<\/a>\u00a0\u300b\u548c\u300a\u00a0<a href=\"http:\/\/ciml.info\/\">A\u2002Course\u2002in\u2002Machine\u2002Learning<\/a>\u300b\u3002\u8fd9\u4e9b\u94fe\u63a5\u5305\u62ec\u514d\u8d39\u7684PDF\uff0c\u4f60\u4e0d\u9700\u8981\u4ed8\u8d39\uff01\u5982\u679c\u4e0d\u60f3\u9605\u8bfb\u8fd9\u4e9b\u4e66\u7c4d\uff0c\u8bf7\u89c2\u770b\u89c6\u9891\uff1a<a href=\"http:\/\/www.r-bloggers.com\/in-depth-introduction-to-machine-learning-in-15-hours-of-expert-videos\/\">15\u2002hours\u2002theory\u2002of\u2002machine\u2002learning<\/a>\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u7531 \u4f2f\u4e50\u5728\u7ebf &#8211; J.F. \u7ffb\u8bd1\uff0crenlytime \u6821\u7a3f \u4e3a\u4e86\u7406\u89e3\u548c\u5e94\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u4f60\u9700\u8981 &hellip; <a href=\"http:\/\/blog.softwareclues.com\/zh\/four-steps-to-master-machine-learning-with-python\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u201c\u5229\u7528Python\uff0c\u56db\u6b65\u638c\u63e1\u673a\u5668\u5b66\u4e60\u201d<\/span><\/a><\/p>\n","protected":false},"author":2,"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":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[3,49],"tags":[56,78,12],"translation":{"provider":"WPGlobus","version":"2.12.2","language":"zh","enabled_languages":["en","zh"],"languages":{"en":{"title":true,"content":true,"excerpt":false},"zh":{"title":true,"content":true,"excerpt":false}}},"jetpack_publicize_connections":[],"yoast_head":"<!-- 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