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Advanced Artificial Intelligence & Machine Learning

Doctorate in Information Technology

Explore Advanced Artificial Intelligence & Machine Learning as part of Doctorate in Information Technology. Read the syllabus and available chapters online.

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01
Advanced Artificial Intelligence & Machine LearningSyllabus
02
Foundations And Paradigms Of Artificial IntelligenceChapter 1
03
Mathematical Statistical And Computational FoundationsChapter 2
04
Machine Learning Theory And Experimental MethodologyChapter 3
05
Advanced Supervised LearningChapter 4
06
Unsupervised Semi Supervised And Representation LearningChapter 5
07
Deep Learning Architectures And OptimizationChapter 6
08
Generative Ai Foundation Models And Multimodal IntelligenceChapter 7
09
Probabilistic Causal And Uncertainty Aware AiChapter 8
10
Reinforcement Learning And Sequential Decision SystemsChapter 9
11
Knowledge Based Graph And Neuro Symbolic AiChapter 10
12
Ai Systems Engineering Data Centric Ai And MlopsChapter 11
13
Evaluation Explainability Robustness And Ai SecurityChapter 12
14
Responsible Ai Ethics Law And GovernanceChapter 13
15
Enterprise Ai Strategy And Digital TransformationChapter 14
16
Doctoral Research And Emerging Ai FrontiersChapter 15
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