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Advanced Machine Learning

Post Graduate Program in IT Engineering

Explore Advanced Machine Learning as part of Post Graduate Program in IT Engineering. Read the syllabus and available chapters online.

Academic programmePost Graduate Program in IT Engineering

LevelPost Graduate

Reading sections16

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Advanced Machine LearningSyllabus

Mathematical And Statistical FoundationsChapter 1

Statistical Learning Theory And Learning ParadigmsChapter 2

Data Centric Machine Learning WorkflowChapter 3

Advanced Supervised LearningChapter 4

Decision Trees Ensembles And Gradient BoostingChapter 5

Probabilistic And Bayesian Machine LearningChapter 6

Unsupervised Learning And Representation DiscoveryChapter 7

Deep Learning And Representation LearningChapter 8

Sequential Temporal And Graph Machine LearningChapter 9

Generative Ai And Foundation ModelsChapter 10

Reinforcement Learning And Sequential Decision MakingChapter 11

Causal Machine Learning And Decision IntelligenceChapter 12

Model Evaluation Robustness And ValidationChapter 13

Ml Systems Mlops And Enterprise DeploymentChapter 14

Responsible Ai Governance And Strategic FuturesChapter 15