Basics Deep Learning and Neural Networks

Diploma in Artificial Intelligence and Machine Learning

Explore Basics Deep Learning and Neural Networks as part of Diploma in Artificial Intelligence and Machine Learning. Read the syllabus and available chapters online.

Academic programmeDiploma in Artificial Intelligence and Machine Learning

LevelDiploma

Reading sections15

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Basics Deep Learning and Neural NetworksSyllabus

Artificial Intelligence Machine Learning And Deep LearningChapter 1

Mathematical And Computational FoundationsChapter 2

Artificial Neurons And Network ArchitectureChapter 3

Forward Propagation And Representation LearningChapter 4

Loss Functions Backpropagation And OptimizationChapter 5

Data Preparation And Deep Learning WorkflowChapter 6

Model Training Regularization And Hyperparameter TuningChapter 7

Evaluation Experimentation And Error AnalysisChapter 8

Convolutional Neural NetworksChapter 9

Sequence Models And Natural Language ProcessingChapter 10

Attention Transformers And Foundation ModelsChapter 11

Deep Learning Tools And Practical Model DevelopmentChapter 12

Deployment Mlops And Organizational ApplicationsChapter 13

Responsible Ai Governance And Future DirectionsChapter 14

Basics Deep Learning and Neural Networks

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