Advanced Learning Paradigms

Chapter 30: Self-Supervised Learning (SimCLR, MoCo, BYOL, DINO, MAE, SimSiam) Chapter 31: Semi-Supervised Learning (Pseudo-labeling, consistency regularization, FixMatch) Chapter 32: Few-Shot and Zero-Shot Learning (Prototypical networks, meta-learning, CLIP-based zero-shot) Chapter 33: Knowledge Distillation and Self-Distillation (Teacher-student models, DML, self-knowledge distillation) Chapter 34: Continual and Lifelong Learning (Catastrophic forgetting, EWC, replay methods)