Learning Paradigm

Category Learning Paradigm Term Lifelong Learning Definition of Lifelong Learning Long Term Accumulation And Adaptation Of Knowledge Across Tasks And Time Notes About Lifelong Learning Goal For Robust Autonomous Agents

Category Learning Paradigm Term Imitation Learning Definition of Imitation Learning Learning Policies By Mimicking Expert Demonstrations Rather Than Trial And Error Notes About Imitation Learning Includes Behavioral Cloning And Inverse RL

Category Learning Paradigm Term Continual Learning Definition of Continual Learning Learning New Tasks Sequentially Without Catastrophic Forgetting Of Previous Tasks Notes About Continual Learning Methods Include Replay And Regularization

Category Learning Paradigm Term Meta Learning Definition of Meta Learning Learning To Learn; Models That Adapt Quickly To New Tasks By Leveraging Prior Experience Notes About Meta Learning Includes Model Agnostic Meta Learning (MAML)