Learning Techniques

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• 14 Different Types of Learning in Machine Learning | Jason Brownlee - Machine Learning Mastery
• Natural Language

Learning Problems: three main types of learning problems in machine learning

• Supervised Learning
  • Deductive Inference | Wikipedia
• Unsupervised Learning
• Reinforcement Learning (RL)

Hybrid Learning Problems: The lines between unsupervised and supervised learning is blurry, and there are many hybrid approaches that draw from each field of study.

• Semi-Supervised Learning
  • Inductive Learning | Wikipedia
  • Transductive Learning | Wikipedia
• Self-Supervised Learning
• Multi-Instance Learning

Other types of Learning Techniques:

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