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Machine Learning Algorithms

Post Graduate Program in Business Analytics

Explore Machine Learning Algorithms as part of Post Graduate Program in Business Analytics. Read the syllabus and available chapters online.

Academic programmePost Graduate Program in Business Analytics

LevelPost Graduate

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Machine Learning AlgorithmsSyllabus

Machine Learning Foundations And Business Problem FormulationChapter 1

Mathematical Statistical And Computational FoundationsChapter 2

Data Preparation And Feature EngineeringChapter 3

Regression And Regularized LearningChapter 4

Classification AlgorithmsChapter 5

Decision Trees And Rule Based ModelsChapter 6

Ensemble LearningChapter 7

Model Evaluation Selection And Hyperparameter OptimizationChapter 8

Clustering And SegmentationChapter 9

Dimensionality Reduction Association And Anomaly DetectionChapter 10

Time Series Machine Learning And ForecastingChapter 11

Neural Networks And Deep LearningChapter 12

Specialized And Emerging Machine Learning ApplicationsChapter 13

Production Machine Learning Mlops And Decision IntegrationChapter 14

Explainable Responsible And Governed Machine LearningChapter 15