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Data Preparation & Analysis

Post Graduate Program in Data science

Explore Data Preparation & Analysis as part of Post Graduate Program in Data science. Read the syllabus and available chapters online.

Academic programmePost Graduate Program in Data science

LevelPost Graduate

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Data Preparation & AnalysisSyllabus

Foundations Of Data Preparation And AnalysisChapter 1

Data Sources Structures And AcquisitionChapter 2

Data Profiling And Quality AssessmentChapter 3

Data Integration And WranglingChapter 4

Data Cleaning And Missing Data ManagementChapter 5

Data Transformation And Feature EngineeringChapter 6

Sampling Partitioning And Analytical Dataset DesignChapter 7

Exploratory Data Analysis And VisualizationChapter 8

Statistical Inference Experimentation And Causal ReasoningChapter 9

Multivariate And Pattern AnalysisChapter 10

Temporal Textual And Other Complex DataChapter 11

Reproducible And Scalable Data WorkflowsChapter 12

Analytics For Managerial Decision MakingChapter 13

Data Governance Privacy Security And EthicsChapter 14

Ai Assisted Preparation And Emerging PracticesChapter 15