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Machine Learning

Machine learning preliminaries

Regression Review
Kernel Regression
Gaussian Process
Introduction of Feature Reduction
Principal Component Analysis
Autoencoders
Locally Linear Embedding (LLE)

Core Machine Learning Techniques

Ensemble Learning
Ensemble by Voting
Trainable Combiners
Federated Learning
Diffusion Network of Learner
Contrastive learning
Metric Learning
Representation Learning
Active Learning
Transfer Learning
Instance-Based Transfer Learning
Few Shot Learning
Meta Learning

Student Effort

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By Dr.Hadi Sadoghi Yazdi

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