M.Tech. DATA ANALYTICS

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(Applicableform2017-18onwards)Department ofComputerApplicationsNationalInstituteo fTechnologyTiruchirappalli 620015,Tamilnadu1SYLLABUSSemesterSubject CodeSubjectNameCreditsICA601StatisticalC omputing3CA603BigDataAnalytics3CA605Mach ineLearningTechniques3*****Elective-13** ***Elective-23*****Elective-33CA609BigDa taManagementandDataAnalyticsLab2IICS618R ealTimeSystems3CA602NextGenerationDataba ses3CA604HighPerformanceComputing3*****E lective-43*****Elective-53*****Elective- 63CA610MachineLearningLab2IIICA647Projec twork-PhaseI12IVCA648Projectwork-PhaseII 12TotalCredits642LISTOFELECTIVESSemester SubjectCodeSubjectNameCreditsICS655Digit alForensics3CA611CyberSecurityandInforma tionAssurance3CA612NaturalLanguageComput ing3CA613MassiveGraphAnalysis3CA614Bioin formatics3CA615ParallelandDistributedCom puting3CA616DataAcquisitionandProductiza tion3CA617EssentialsofHumanResourceAnaly tics3CA618CustomerRelationshipandManagem ent3IICA619PrinciplesofDeepLearning3CA62 0ImageandVideoAnalytics3CA621SocialNetwo rkingandMining3CA622WebIntelligence3CA62 3InternetofThings3CA624HealthcareDataAna lytics3CA625LinkedOpenDataandSemanticWeb 3CA626FinancialRiskAnalyticsandManagemen t3CA627LogisticsandSupplyChainManagement 33SEMESTER-ICA601STATISTICALCOMPUTINGObj ectives: Tolearntheprobabilitydistributionsandden sityestimationstoperformanalysisofvariou skindsofdata.

CA601 Statistical Computing 3 CA603 Big Data Analytics 3 ... Comparisons- Meta-Analysis- Principal Component Analysis- Multidimensional Scaling-Cluster Analysis. ... “Elements of Statistical Learning”, Springer, 2009. 2. E. Alpaydin, “Machine Learning”, MIT Press, 2010. 3. K. Murphy, “Machine Learning: A Probabilistic Perspective ...

  Statistical, Learning, Multidimensional, Statistical learning