Introduction
PleasecheckNOTESforgeneralinformationaboutthislist.PleasereferCONTRIBUTING.mdforcontributionguidelines.TableofContentsIntroductiontoComputerScienceDataStructuresandAlgorithmsSystemsProgrammingDatabaseSystemsSoftwareEngineeringArtificialIntelligenceMachineLearningWebProgrammingandInternetTechnologiesComputerNetworksMathforComputerScientistTheoreticalCSandProgrammingLanguagesEmbeddedSystemsComputerOrganizationandArchitectureSecurityComputerGraphicsImageProcessingandComputerVisionComputationalBiologyQuantumComputingRoboticsComputationalFinanceMiscCoursesIntroductiontoComputerScienceCS10-TheBeautyandJoyofComputing-Spring2015-DanGarcia-UCBerkeleyInfoCoBuild6.0001-IntroductiontoComputerScienceandProgramminginPython-MITOCW6.001-StructureandInterpretationofComputerPrograms,MITCS50-IntroductiontoComputerScience,HarvardUniversity(cs50.tv)CS61A-StructureandInterpretationofComputerPrograms[Python],UCBerkeleyCPSC110-SystematicProgramDesign[Racket],UniversityofBritishColumbiaCS50'sUnderstandingTechnologyCSE142ComputerProgrammingI(JavaProgramming),Spring2016-UniversityofWashingtonCS1301Introtocomputing-GatechCS106A-ProgrammingMethodology,StanfordUniversity(LectureVideos)CS106B-ProgrammingAbstractions,StanfordUniversity(LectureVideos)CS106X-ProgrammingAbstractionsinC++(LectureVideos)CS107-ProgrammingParadigms,StanfordUniversityCmSc150-IntroductiontoProgrammingwithArcadeGames,SimpsonCollegeLINFO1104-Paradigmsofcomputerprogramming,PeterVanRoy,UniversitécatholiquedeLouvain,Belgium-EdXFP101x-IntroductiontoFunctionalProgramming,TUDelftIntroductiontoProblemSolvingandProgramming-IITKanpurIntroductiontoprogramminginC-IITKanpurProgramminginC++-IITKharagpurPythonBootCampFall2016-BerkeleyInstituteforDataScience(BIDS)CS101-IntroductiontoComputerScience-Udacity6.00SC-IntroductiontoComputerScienceandProgramming(Spring2011)-MITOCW6.00-IntroductiontoComputerScienceandProgramming(Fall2008)-MITOCW6.01SC-IntroductiontoElectricalEngineeringandComputerScienceI-MITOCWModernC++Course(2018)-BonnUniversityModernC++(Lecture&Tutorials,2020,Vizzo&Stachniss)-UniversityofBonnDataStructuresandAlgorithms6.006-IntroductiontoAlgorithms,MITOCWAlgorithms:DesignandAnalysis1-StanfordUniversityAlgorithms:DesignandAnalysis2-StanfordUniversityCOS226Algorithms,Youtube,Princeton-byRobertSedgewickandKevinWayneCSE331IntroductiontoAlgorithmDesignandAnalysis,SUNYUniversityatBuffalo,NY-Fall2017(Lectures)(HomeworkWalkthroughs)CSE373-AnalysisofAlgorithms,StonyBrook-ProfSkienaCOP3530DataStructuresandAlgorithms,ProfSahni,UFL(Videos)CS225-DataStructures-UniversityofIllinoisatUrbana-Champaign(Videolectures)CS2-DataStructuresandAlgorithms-RichardBuckland-UNSWDataStructures-PepperdineUniversityCS161-DesignandAnalysisofAlgorithms,Prof.TimRoughgarden,StanfordUniversity6.046J-IntroductiontoAlgorithms-Fall2005,MITOCW6.046-DesignandAnalysisofAlgorithms,Spring2015-MITOCWCS473-Algorithms-UniversityofIllinoisatUrbana-Champaign(Notes-JeffErickson)(YouTube)COMP300E-ProgrammingChallenges,ProfSkiena,HongKongUniversityofScienceandTechnology-200916s-4102-Algorithms,UniversityofVirginia(Youtube)CS170Algorithms-UCBerkeleyFall2018,YoutubeFall2018,Bilibili2013BilibiliECS122A-AlgorithmDesignandAnalysis,UCDavisCSEP521-AppliedAlgorithms,Winter2013-UniversityofWashington(Videos)DataStructuresAndAlgorithms-IITDelhiDesignandAnalysisofAlgorithms-IITBombayProgramming,DataStructuresandAlgorithms-IITMadrasDesignandAnalysisofAlgorithms-IITMadrasFundamentalAlgorithms:DesignandAnalysis-IITKharagpurProgrammingandDataStructure-IITKharagpurProgramming,DatastructuresandAlgorithms-IITMadrasProgramming,DataStructuresandAlgorithmsinPython-IITMadrasProgrammingandDatastructures(PDS)-IITMadrasCOP5536AdvancedDataStructures,ProfSahni-UFL(Videos)CS261-ASecondCourseinAlgorithms,StanfordUniversity(Youtube)Informatics2B-Algorithms,DataStructuresandLearning-UniversityofEdinburghCS224-AdvancedAlgorithms,HarvardUniversity(LectureVideos)(Youtube)CS6150-AdvancedAlgorithms(Fall2016),UniversityofUtahCS6150-AdvancedAlgorithms(Fall2017),UniversityofUtahECS222A-GraduateLevelAlgorithmDesignandAnalysis,UCDavis6.851-AdvancedDataStructures,MIT(MITOCW)6.854-AdvancedAlgorithms,MIT(Prof.Kargerlectures)CS264BeyondWorst-CaseAnalysis,Fall2014-TimRoughgardenLecture(Youtube)CS364AAlgorithmicGameTheory,Fall2013-TimRoughgardenLecturesCS364BAdvancedMechanismDesign,Winter2014-TimRoughgardenLecturesAlgorithms-Aduni6.889-AlgorithmsforPlanarGraphsandBeyond(Fall2011)MIT6.890AlgorithmicLowerBounds:FunwithHardnessProofs-MITOCWComputerAlgorithms-2-IITKanpurParallelAlgorithm-IITKanpurGraphTheory-IISCBangaloreSystemsProgramming15-213IntroductiontoComputerSystems,Fall2015-CMUCS361-COMPUTERSYSTEMS-UICCS4400–ComputerSystemsFall2016-UoUtahSystems-AduniCS110:PrinciplesofComputerSystems-StanfordOperatingSystemsCS124OperatingSystems-CaliforniaInstituteofTechnology,Fall2018-YoutubeCS162OperatingSystemsandSystemsProgramming,Spring2015-UniversityofCalifornia,BerkeleyCS4414-OperatingSystems,UniversityofVirginia(rust-class)CS4414OperatingSystems,Fall2018-UniversityofVirginiaCSE421/521-IntroductiontoOperatingSystems,SUNYUniversityatBuffalo,NY-Spring2016(Lectures-YouTube)(Recitations2016)(Assignmentwalkthroughs)CS377-OperatingSystems,Fall16-UmassOS6.828-OperatingSystemEngineering[Fall2014]6.S081-OperatingSystemEngineering[Fall2020]CSE30341-OperatingSystems,Spr2008CSEP551OperatingSystemsAutumn2014-UniversityofWashingtonIntroductiontoOperatingSystems-IITMadrasCS194AdvancedOperatingSystemsStructuresandImplementation,Spring2013InfoCoBuild,UCBerkeleyCSE60641-GraduateOperatingSystems,Fall08DistributedSystemsCS677-DistributedOperatingSystems,Spring16-UmassOSCS436-DistributedComputerSystems-UWaterloo6.824-DistributedSystems,Spring2015-MIT6.824DistributedSystems-Spring2020-MIT(Youtube)DistributedAlgorithms,https://canvas.instructure.com/courses/902299CSEP552-PMPDistributedSystems,Spring2013-UniversityofWashington(Videos)CSE490H-ScalableSystems:Design,ImplementationandUseofLargeScaleClusters,Autumn2008-UniversityofWashington(Videos)MOOC-CloudComputingConcepts-UIUCDistributedSystems(Prof.PallabDasgupta)EdXKTHxID2203ReliableDistributedAlgorithmsDistributedDataManagement-TechnischeUniversitätBraunschweig,GermanyInformationRetrievalandWebSearchEngines-TechnischeUniversitätBraunschweig,GermanyMiddlewareandDistributedSystems(WS2009/10)-Dr.MartinvonLöwis-HPIReal-TimeSystemsCPCS663-Real-TimeSystems:VideoMaterial-TAMURealTimeSystems-IITKharagpur6.172PerformanceEngineeringofSoftwareSystems-MITOCWPerformanceEvaluationofComputerSystems-IITMadrasStorageSystems-IISCBangaloreMAP6264-QueueingTheory-FAU(VideoLectures)EE380ColloquimonComputerSystems-StanfordUniversity(Lecturevideos)DatabaseSystemsCMPSC431WDatabaseManagementSystems,Fall2015-PennStateUniversityLectures-YouTubeCS121-IntroductiontoRelationalDatabaseSystems,Fall2016-CaltechCS5530-DatabaseSystems,Spring2016-UniversityofUtahDistributedDataManagement(WT2018/19)-HPIUniversityofPotsdamMOOC-DatabaseStanfordDbclassCSEP544,DatabaseManagementSystems,Au2015-UniversityofWashingtonDatabaseDesign-IITMadrasFundamentalsofDatabaseSystems-IITKanpurPrinciplesofDatabaseManagement,BartBaesensFIT9003DatabaseSystemsDesign-MonashUniversity15-445-IntroductiontoDatabaseSystems,CMU(YouTube-2018,YouTube-2017,YouTube-2019)15-721-DatabaseSystems,CMU(YouTube-2017,YouTube-2016)15-721AdvancedDatabaseSystems(Spring2019)-CMUCS122-RelationalDatabaseSystemImplementation,Winter2014-2015-CaltechCS186-DatabaseSystems,UCBerkeley,Spring2015(Lectures-InfoCoBuild)CS6530-Graduate-levelDatabaseSystems,Fall2016,UniversityofUtah(Lectures-YouTube)6.830/6.814-DatabaseSystems[Fall2014]Informatics1-Data&Analysis2014/15-UniversityofEdinburghDatabaseManagementSystems,AduniD4M-SignalProcessingonDatabasesIn-MemoryDataManagement(2013)Prof.HassoPlattner-HPIDistributedDataManagement(WT2019/20)-Dr.ThorstenPapenbrock-HPISoftwareEngineeringObjectOrientedDesignECE462Object-OrientedProgrammingusingC++andJava-PurdueObject-orientedProgramDesignandSoftwareEngineering-AduniOOSE-Object-OrientedSoftwareEngineering,Dr.TimLethbridgeObjectOrientedSystemsAnalysisandDesign(SystemsAnalysisandDesigninaChangingWorld)CS251-IntermediateSoftwareDesign(C++version)-VanderbiltUniversityOOSE-SoftwareDevUsingUMLandJavaObject-OrientedAnalysisandDesign-IITKharagpurCS3-DesigninComputing-RichardBucklandUNSWInformatics1-Object-OrientedProgramming2014/15-UniversityofEdinburghSoftwareEngineeringwithObjectsandComponents2015/16-UniversityofEdinburghSoftwareEngineeringComputerScience169-SoftwareEngineering-Spring2015-UCBerkeleyCS5150-SoftwareEngineering,Fall2014-CornellUniversityIntroductiontoServiceDesignandEngineering-UniversityofTrento,ItalyCS164SoftwareEngineering-HarvardSystemAnalysisandDesign-IISCBangaloreSoftwareEngineering-IITBombayDependableSystems(SS2014)-HPIUniversityofPotsdamSoftwareTesting-IITKharagpurSoftwareTesting-Udacity,course-cs258|2015SoftwareDebugging-Udacity,course-cs259|2015SoftwareEngineering-Bauhaus-UniWeimarSoftwareArchitectureCS411-SoftwareArchitectureDesign-BilkentUniversityMOOC-SoftwareArchitecture&Design-UdacityConcurrencyCS176-MultiprocessorSynchronization-BrownUniversity(Videosfrom2012)CS282(2014):ConcurrentJavaNetworkProgramminginAndroidCSEP506–Concurrency,Spring2011-UniversityofWashington(Videos)CSEP524-ParallelComputation-UniversityofWashington(Videos)ParallelProgrammingConcepts(WT2013/14)-HPIUniversityofPotsdamParallelProgrammingConcepts(WT2012/13)-HPIUniversityofPotsdamMobileApplicationDevelopmentMOOCProgrammingMobileApplicationsforAndroidHandheldSystems-UniversityofMarylandCS193p-DevelopingApplicationsforiOS,StanfordUniversityCSS-76BuildingMobileApplications-HarvardCS251(2015):IntermediateSoftwareDesignAndroidAppDevelopmentforBeginnersPlaylist-thenewbostonAndroidApplicationDevelopmentTutorials-thenewbostonMOOC-DevelopingAndroidApps-UdacityMOOC-AdvancedAndroidAppDevelopment-UdacityCSSE490AndroidDevelopmentRose-HulmanWinter2010-2011,DaveFisheriOSCourse,DaveFisherDevelopingiPadApplicationsforVisualizationandInsight-CarnegieMellonUniversityMobileComputing-IITMadrasMobileInformationSystems-Bauhaus-UniWeimarArtificialIntelligenceCS50-IntroductiontoArtificialIntelligencewithPython(andMachineLearning),HarvardOCWCS188-IntroductiontoArtificialIntelligence,UCBerkeley-Spring20156.034ArtificialIntelligence,MITOCWCS221:ArtificialIntelligence:PrinciplesandTechniques-Autumn2019-StanfordUniversity15-780-GraduateArtificialIntelligence,Spring14,CMUCSE592ApplicationsofArtificialIntelligence,Winter2003-UniversityofWashingtonCS322-IntroductiontoArtificialIntelligence,Winter2012-13-UBC(YouTube)CS4804:IntroductiontoArtificialIntelligence,Fall2016CS5804:IntroductiontoArtificialIntelligence,Spring2015ArtificialIntelligence-IITKharagpurArtificialIntelligence-IITMadrasArtificialIntelligence(Prof.P.Dasgupta)-IITKharagpurMOOC-IntrotoArtificialIntelligence-UdacityMOOC-ArtificialIntelligenceforRobotics-UdacityGraduateCourseinArtificialIntelligence,Autumn2012-UniversityofWashingtonAgent-BasedSystems2015/16-UniversityofEdinburghInformatics2D-ReasoningandAgents2014/15-UniversityofEdinburghArtificialIntelligence-HochschuleRavensburg-WeingartenDeductiveDatabasesandKnowledge-BasedSystems-TechnischeUniversitätBraunschweig,GermanyArtificialIntelligence:KnowledgeRepresentationandReasoning-IITMadrasSemanticWebTechnologiesbyDr.HaraldSack-HPIKnowledgeEngineeringwithSemanticWebTechnologiesbyDr.HaraldSack-HPIMachineLearningIntroductiontoMachineLearningMOOCMachineLearningAndrewNg-Coursera/Stanford(Notes)IntroductiontoMachineLearningforCodersMOOC-StatisticalLearning,StanfordUniversityFoundationsofMachineLearningBootCamp,BerkeleySimonsInstituteCS155-MachineLearning&DataMining,2017-Caltech(Notes)(2016)CS156-LearningfromData,Caltech10-601-IntroductiontoMachineLearning(MS)-TomMitchell-2015,CMU(YouTube)10-601MachineLearning|CMU|Fall201710-701-IntroductiontoMachineLearning(PhD)-TomMitchell,Spring2011,CMU(Fall2014)(Spring2015byAlexSmola)10-301/601-IntroductiontoMachineLearning-Spring2020-CMUCMS165FoundationsofMachineLearningandStatisticalInference-2020-CaltechMicrosoftResearch-MachineLearningCourseCS446-MachineLearning,Spring2019,UIUC(Fall2016Lectures)undergraduatemachinelearningatUBC2012,NandodeFreitasCS229-MachineLearning-StanfordUniversity(Autumn2018)CS189/289AIntroductiontoMachineLearning,ProfJonathanShewchuk-UCBerkeleyCPSC340:MachineLearningandDataMining(2018)-UBCCS4780/5780MachineLearning,Fall2013-CornellUniversityCS4780/5780MachineLearning,Fall2018-CornellUniversity(Youtube)CSE474/574IntroductiontoMachineLearning-SUNYUniversityatBuffaloCS5350/6350-MachineLearning,Fall2016,UniversityofUtahECE5984IntroductiontoMachineLearning,Spring2015-VirginiaTechCSx824/ECEx242MachineLearning,BertHuang,Fall2015-VirginiaTechSTA4273H-LargeScaleMachineLearning,Winter2015-UniversityofTorontoCS485/685MachineLearning,ShaiBen-David,UniversityofWaterlooSTAT441/841ClassificationWinter2017,Waterloo10-605-MachineLearningwithLargeDatasets,Fall2016-CMUInformationTheory,PatternRecognition,andNeuralNetworks-UniversityofCambridgePythonandmachinelearning-StanfordCrowdCourseInitiativeMOOC-MachineLearningPart1a-Udacity/GeorgiaTech(Part1bPart2Part3)MachineLearningandPatternRecognition2015/16-UniversityofEdinburghIntroductoryAppliedMachineLearning2015/16-UniversityofEdinburghPatternRecognitionClass(2012)-UniversitätHeidelbergIntroductiontoMachineLearningandPatternRecognition-CBCSLOSUIntroductiontoMachineLearning-IITKharagpurIntroductiontoMachineLearning-IITMadrasPatternRecognition-IISCBangalorePatternRecognitionandApplication-IITKharagpurPatternRecognition-IITMadrasMachineLearningSummerSchool2013-MaxPlanckInstituteforIntelligentSystemsTübingenMachineLearning-ProfessorKogan(Spring2016)-RutgersCS273a:IntroductiontoMachineLearning(YouTube)MachineLearningCrashCourse2015COM4509/COM6509MachineLearningandAdaptiveIntelligence2015-1610715AdvancedIntroductiontoMachineLearningIntroductiontoMachineLearning-Spring2018-ETHZurichMachineLearning-PedroDomingos-UniversityofWashingtonAdvancedMachineLearning-2019-ETHZürichMachineLearning(COMP09012)ProbabilisticMachineLearning2020-UniversityofTübingenStatisticalMachineLearning2020-UlrikevonLuxburg-UniversityofTübingenCOMSW4995-AppliedMachineLearning-Spring2020-ColumbiaUniversityDataMiningCSEP546,DataMining-PedroDomingos,Sp2016-UniversityofWashington(YouTube)CS5140/6140-DataMining,Spring2016,UniversityofUtah(Youtube)CS5955/6955-DataMining,UniversityofUtah(YouTube)Statistics202-StatisticalAspectsofDataMining,Summer2007-Google(YouTube)MOOC-TextMiningandAnalyticsbyChengXiangZhaiInformationRetrievalSS2014,iTunes-HPIMOOC-DataMiningwithWekaCS290DataMiningLecturesCS246-MiningMassiveDataSets,Winter2016,StanfordUniversity(YouTube)DataMining:LearningFromLargeDatasets-Fall2017-ETHZurichInformationRetrieval-Spring2018-ETHZurichCAP6673-DataMiningandMachineLearning-FAU(Videolectures)DataWarehousingandDataMiningTechniques-TechnischeUniversitätBraunschweig,GermanyDataScienceData8:TheFoundationsofDataScience-UCBerkeley(Summer17)CSE519-DataScienceFall2016-Skiena,SBUCS109DataScience,HarvardUniversity(YouTube)6.0002IntroductiontoComputationalThinkingandDataScience-MITOCWData100-Summer19-UCBerkeleyDistributedDataAnalytics(WT2017/18)-HPIUniversityofPotsdamStatistics133-ConceptsinComputingwithData,Fall2013-UCBerkeleyDataProfilingandDataCleansing(WS2014/15)-HPIUniversityofPotsdamAM207-StochasticMethodsforDataAnalysis,InferenceandOptimization,HarvardUniversityCS229r-AlgorithmsforBigData,HarvardUniversity(Youtube)AlgorithmsforBigData-IITMadrasProbabilisticGraphicalModelingMOOC-ProbabilisticGraphicalModels-CourseraCS6190-ProbabilisticModeling,Spring2016,UniversityofUtah10-708-ProbabilisticGraphicalModels,CarnegieMellonUniversityProbabilisticGraphicalModels,DaphneKoller,StanfordUniversityProbabilisticModels-UNIVERSITYOFHELSINKIProbabilisticModellingandReasoning2015/16-UniversityofEdinburghProbabilisticGraphicalModels,Spring2018-NotreDameDeepLearning6.S191:IntroductiontoDeepLearning-MITDeepLearningCMUPart1:PracticalDeepLearningforCoders,v3-fast.aiPart2:DeepLearningfromtheFoundations-fast.aiDeeplearningatOxford2015-NandodeFreitas6.S094:DeepLearningforSelf-DrivingCars-MITCS294-129Designing,VisualizingandUnderstandingDeepNeuralNetworks(YouTube)CS230:DeepLearning-Autumn2018-StanfordUniversitySTAT-157DeepLearning2019-UCBerkeleyFullStackDLBootcamp2019-UCBerkeleyDeepLearning,StanfordUniversityMOOC-NeuralNetworksforMachineLearning,GeoffreyHinton2016-CourseraDeepUnsupervisedLearning--BerkeleySpring2020Stat946DeepLearning-UniversityofWaterlooNeuralnetworksclass-UniversitédeSherbrooke(YouTube)CS294-158DeepUnsupervisedLearningSP19DLCV-DeepLearningforComputerVision-UPCBarcelonaDLAI-DeepLearningforArtificialIntelligence@UPCBarcelonaNeuralNetworksandApplications-IITKharagpurUVADEEPLEARNINGCOURSENvidiaMachineLearningClassDeepLearning-Winter2020-21-TübingenMachineLearningReinforcementLearningCS234:ReinforcementLearning-Winter2019-StanfordUniversityIntroductiontoreinforcementlearning-UCLAdvancedDeepLearning&ReinforcementLearning-UCLReinforcementLe
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