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Machine Learning and Predictive Analysis

Post Graduate Diploma in Data Science

Explore Machine Learning and Predictive Analysis as part of Post Graduate Diploma in Data Science. Read the syllabus and available chapters online.

Academic programmePost Graduate Diploma in Data Science

LevelPost Graduate

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Machine Learning and Predictive AnalysisSyllabus

Foundations Of Machine Learning And Predictive AnalyticsChapter 1

Predictive Problem Framing And Analytics StrategyChapter 2

Data Understanding Quality And PreparationChapter 3

Exploratory Analysis And Feature EngineeringChapter 4

Regression And Continuous Outcome PredictionChapter 5

Classification And Probabilistic PredictionChapter 6

Decision Trees And Ensemble LearningChapter 7

Unsupervised Learning And Representation MethodsChapter 8

Time Series Forecasting And Sequential PredictionChapter 9

Neural Networks And Contemporary Ai ModelsChapter 10

Model Validation Selection And OptimizationChapter 11

Explainability Causal Boundaries And Decision AnalyticsChapter 12

Deployment Mlops And Lifecycle ManagementChapter 13

Responsible Ai Governance And RiskChapter 14

Industry Applications And Future DirectionsChapter 15