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Predictive Analytics

Bachelors Program in Business Analytics

Explore Predictive Analytics as part of Bachelors Program in Business Analytics. Read the syllabus and available chapters online.

Academic programmeBachelors Program in Business Analytics

LevelBachelor

Reading sections16

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Predictive AnalyticsSyllabus

Foundations Of Predictive AnalyticsChapter 1

Business Problem Framing And Analytics LifecycleChapter 2

Statistical Learning FoundationsChapter 3

Data Acquisition Preparation And Feature EngineeringChapter 4

Regression And Continuous Outcome PredictionChapter 5

Classification And Probability EstimationChapter 6

Decision Trees And Ensemble LearningChapter 7

Additional Machine Learning ModelsChapter 8

Time Series ForecastingChapter 9

Model Validation Selection And ExplainabilityChapter 10

Prediction Driven Decision MakingChapter 11

Deployment Mlops And Model MonitoringChapter 12

Managerial And Industry ApplicationsChapter 13

Ethics Privacy And Ai GovernanceChapter 14

Emerging Trends And Future PracticeChapter 15