Learning Techniques

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Learning Problems

1. Supervised Learning 2. Unsupervised Learning 3. Reinforcement Learning

Hybrid Learning Problems

4. Semi-Supervised Learning 5. Self-Supervised Learning 6. Multi-Instance Learning

Statistical Inference

7. Inductive Learning 8. Deductive Inference 9. Transductive Learning

Learning Techniques

• Active Learning
• Online Learning

• Text Transfer Learning
• Image/Video Transfer Learning
• Few Shot Learning
• Transfer Learning a model trained on one task is re-purposed on a second related task
• Ensemble Learning
• Multi-Task Learning (MTL)
• Apprenticeship Learning - Inverse Reinforcement Learning (IRL)
• Imitation Learning
• Simulated Environment Learning
• Lifelong Learning - Catastrophic Forgetting Challenge