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Neural Network

Post Graduate Program in AI and ML

Explore Neural Network as part of Post Graduate Program in AI and ML. Read the syllabus and available chapters online.

Academic programmePost Graduate Program in AI and ML

LevelPost Graduate

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Neural NetworkSyllabus

Foundations And Evolution Of Neural NetworksChapter 1

Mathematical And Computational FoundationsChapter 2

Feedforward Networks And Representation LearningChapter 3

Backpropagation And Automatic DifferentiationChapter 4

Optimization Regularization And GeneralizationChapter 5

Experimental Design Evaluation And Neural AnalyticsChapter 6

Convolutional Neural Networks And Computer VisionChapter 7

Recurrent And Sequence Neural NetworksChapter 8

Attention Mechanisms And TransformersChapter 9

Autoencoders And Generative Neural ModelsChapter 10

Graph Multimodal And Specialized ArchitecturesChapter 11

Explainability Robustness Ethics And GovernanceChapter 12

Neural Network Engineering Deployment And MlopsChapter 13

Enterprise Strategy And Managerial Decision MakingChapter 14

Emerging Trends And Future DirectionsChapter 15