(930_1) William Chen's Answer to How Do I Learn Data Mining_ - Quora
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Twitter Facebook 29,343 ANSWER STATS Views Edits SHARE ANSWER Comment 4 Downvote VIEW 17 OTHER ANSWERS How do I learn data mining? Write Question Details WILLIAM'S ANSWER ANSWER AUTHOR MORE FROM WILLIAM CHEN Where can I find examples of a U Shaped distribution? You should look at 5star ranking systems. For example look at these (hilarious) reviews for the BIC Cristal For Her ...(more) Where can I find a good quick reference guide or cheatsheet for probability? I compiled all my notes for Harvard Stat 110 onto a very compact 8page cheatsheet. You can find it here for free and...(more) What did you learn from interning at Quora? Why I need to prioritize. ...(more) Want Answers 327 Share Updated Wed. 29,343 views. Learn data mining for free with Harvard's Data Science Course, CS109. This course was developed by Joe Blitzstein and Hanspeter Pfister in Fall of 2013 and will continue in Fall of 2014. While this is a "data science" course, I still consider this "data mining" because of the valuable practice in extracting and manipulating data, in addition to creating some common data mining algorithms like recommendation engines or sentiment analysis. Python intro, Numpy intro, Matplotlib intro ( Homework 0 )( solutions ) Web scraping, data aggregation, plotting, forecasting, model evaluation ( Homework 1 )( solutions ) Data manipulation, predictions, evaluations ( Homework 2 )( solutions ) Sentiment analysis, predictive modeling, model calibration ( Homework 3 ) ( solutions ) Recommendation engine, mapreduce ( Homework 4 )( solutions ) Network analysis and visualization ( Homework 5 )( solutions ) If you want even more check out the labs! Lab 2: Web Scraping Lab 3: EDA, Pandas, Matplotlib Lab 4: ScikitLearn, Regression, PCA Lab 5: Bias, Variance, CrossValidation Lab 6: Bayes, Linear Regression, and Metropolis Sampling Lab 7: Gibbs Sampling Lab 8: MapReduce Lab 9: Networks Lab 10: Support Vector Machines Source cs109/content And finally check out the recorded lectures: Page on harvard.edu and slides: https://drive.google.com/folderv... William Chen, Data Scientist at Quora 486 upvotes by Jay Wacker (Professor at Stanford University in Particle Ph... (more) ), Jeff Nelson (Invented Chromebook. Former Math PhD student.), Divyansh Agarwal, (more) William Chen Data Scientist at Quora Followed by Jay Wacker, Melissa Dalis, and 65 more Unfollow 16.1k Top Stories from Your Feed Mattias Petter Johansson wrote this • 2012 How can I get a job at Spotify? Mattias Petter Johansson, Developer @ Spotify. 167 upvotes by Arpit Gupta, Tenzing Bhutia, Carl Mattias Petter Johansson wrote this • 2012 Do people still write and compile programs from the command line instead of an IDE? Why or why not? Bhavika Dave wrote this • 21 Mar What pattern are you repeating in your life that you'd like to break? Bhavika Dave, NIT, Surat, India. 2.5k upvotes by Syed Waqar Hussain, Aeraj Downvote Comments 6+ 9 Upvoted 486 Share Add Question Search Home Write Notifications Divyansh 1 930 1 Add to Reading List Promote Thank Report Answer Suggest Biography Report Biography
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(930_1) William Chen's Answer to How Do I Learn Data Mining_ - Quora
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4/3/2015 (930/1) William Chen's answer to How do I learn data mining? - Quorahttp://www.quora.com/How-do-I-learn-data-mining-1/answer/William-Chen-6 1/2TwitterFacebook29,343ANSWERSTATSViewsEditsSHAREANSWERComment 4 DownvoteVIEW17OTHERANSWERSHowdoIlearndatamining?WriteQuestionDetailsWILLIAM'SANSWERANSWERAUTHORMOREFROMWILLIAMCHENWherecanIfindexamplesofaUShapeddistribution?Youshouldlookat5starrankingsystems.Forexamplelookatthese(hilarious)reviewsfortheBICCristalForHer...(more)WherecanIfindagoodquickreferenceguideorcheatsheetforprobability?IcompiledallmynotesforHarvardStat110ontoaverycompact8pagecheatsheet.Youcanfindithereforfreeand...(more)WhatdidyoulearnfrominterningatQuora?WhyIneedtoprioritize....(more)WantAnswers 327 ShareUpdatedWed.29,343views.LearndataminingforfreewithHarvard'sDataScienceCourse,CS109.ThiscoursewasdevelopedbyJoeBlitzsteinandHanspeterPfisterinFallof2013andwillcontinueinFallof2014.Whilethisisa"datascience"course,Istillconsiderthis"datamining"becauseofthevaluablepracticeinextractingandmanipulatingdata,inadditiontocreatingsomecommondataminingalgorithmslikerecommendationenginesorsentimentanalysis.Pythonintro,Numpyintro,Matplotlibintro(Homework0 )(solutions )Webscraping,dataaggregation,plotting,forecasting,modelevaluation(Homework1 )(solutions )Datamanipulation,predictions,evaluations(Homework2 )(solutions )Sentimentanalysis,predictivemodeling,modelcalibration(Homework3 )(solutions )Recommendationengine,mapreduce(Homework4 )(solutions )Networkanalysisandvisualization(Homework5 )(solutions )Ifyouwantevenmorecheckoutthelabs!Lab2:WebScrapingLab3:EDA,Pandas,MatplotlibLab4:ScikitLearn,Regression,PCALab5:Bias,Variance,CrossValidationLab6:Bayes,LinearRegression,andMetropolisSamplingLab7:GibbsSamplingLab8:MapReduceLab9:NetworksLab10:SupportVectorMachinesSourcecs109/contentAndfinallycheckouttherecordedlectures:Pageonharvard.eduandslides:https://drive.google.com/folderv...WilliamChen,DataScientistatQuora486upvotesbyJayWacker(ProfessoratStanfordUniversityinParticlePh...(more)),JeffNelson(InventedChromebook.FormerMathPhDstudent.),DivyanshAgarwal,(more)WilliamChenDataScientistatQuoraFollowedbyJayWacker,MelissaDalis,and65moreUnfollow 16.1kTopStoriesfromYourFeedMattiasPetterJohanssonwrotethis2012HowcanIgetajobatSpotify?MattiasPetterJohansson,[email protected],TenzingBhutia,CarlMattiasPetterJohanssonwrotethis2012DopeoplestillwriteandcompileprogramsfromthecommandlineinsteadofanIDE?Whyorwhynot?BhavikaDavewrotethis21MarWhatpatternareyourepeatinginyourlifethatyou'dliketobreak?BhavikaDave,NIT,Surat,India.2.5kupvotesbySyedWaqarHussain,AerajDownvote Comments 6+ 9 Upvoted 486 ShareAddQuestionSearch Home Write Notifications Divyansh1 930 1AddtoReadingListPromoteThankReportAnswerSuggestBiographyReportBiography4/3/2015 (930/1) William Chen's answer to How do I learn data mining? - Quorahttp://www.quora.com/How-do-I-learn-data-mining-1/answer/William-Chen-6 2/2Bergquist,(more)LikeSimonWillisonsoeloquentlyputsitnotrelyingongivesyousuperpowers.Afteryoureachacertainlevelofskillasaprogrammer,anIDEstartsslowingyoudown,ratherthantheMattiasPetterJohansson,DeveloperatSpotify259upvotesbyJessicaSu,CostyaPerepelitsa,VivekNagarajan,(more)Sleepinglate>>Wakinguplate>>Rushing>>Reachinglate>>Decidestosleepearly>>Internet>>Sleepinglate.IwishonefinedayI'llbreakthiscycle.Written21Mar.76,060views.Kamran,GarvRustagi,(more)ReadInFeed ReadInFeed ReadInFeed
