AI & Machine Learning Fundamentals
Advance Diploma in Artificial Intelligence and Machine Learning
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Machine Learning & Advanced Algorithms
Advance Diploma in Artificial Intelligence and Machine Learning
Explore Machine Learning & Advanced Algorithms as part of Advance Diploma in Artificial Intelligence and Machine Learning. Read the syllabus and available chapters online.
Academic programmeAdvance Diploma in Artificial Intelligence and Machine Learning
LevelAdvance Diploma
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01
Machine Learning & Advanced AlgorithmsSyllabus
02Machine Learning Foundations And Mathematical EssentialsChapter 1
03Problem Formulation Data And Feature EngineeringChapter 2
04Regression And Predictive EstimationChapter 3
05Classification And Kernel MethodsChapter 4
06Decision Trees And Ensemble LearningChapter 5
07Unsupervised Learning And Anomaly DetectionChapter 6
08Dimensionality Reduction And Representation LearningChapter 7
09Probabilistic And Bayesian Machine LearningChapter 8
10Time Series Sequential And Forecasting AlgorithmsChapter 9
11Neural Networks And Deep Learning AlgorithmsChapter 10
12Reinforcement Learning And Sequential Decision MakingChapter 11
13Model Evaluation Optimization And ExperimentationChapter 12
14Scalable Machine Learning Engineering And MlopsChapter 13
15Explainable Ethical Secure And Governed AiChapter 14
16Industry Applications Digital Transformation And Emerging DirectionsChapter 15
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