Optimization-based Meta Learning

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06
Aug
Optimization-Based Meta Learning

Recently I presented a session on Optimization-based Meta Learning, Part 3 of the Meta Learning Series, at the CellStrat AI Lab. The previous parts are found here – Part 1 (Metric-based Meta Learning), Part 2 (Model-based Meta Learning) Meta Learning, of course, refers to “Learning to Learn“. Quick Recap (Metric-based Meta Learning) Meta-Learning deals with […]

Posted in: Artificial General Intelligence (AGI),
Tags: fast weights, first order MAML, First-order Meta Learning, FOMAML, MAML, Meta Learning, Metric-based Meta Learning, Model-agnostic meta learner, Model-based Meta Learning, Optimization-based Meta Learning, reinforcement learning, Reptile, transfer learning,
23
Jul
Metric-based Meta Learning

#CellStratAILab #disrupt4.0 #WeCreateAISuperstars #WhereLearningNeverStops Recently, I presented a session on Metric-based Meta Learning at the CellStrat AI Lab (where I am an AI Researcher). Metric-based Meta Learning might be considered a domain of Artificial General Intelligence (AGI). This is due to the fact that Meta Learning helps us create generalized systems with relatively less data. […]

Posted in: Artificial General Intelligence (AGI), Reinforcement Learning,
Tags: AGI, Artificial General Intelligence, DRL, Few shot classification, Full Context Embedding, Matching Network, Meta Learning, Meta Training, Metric-based Meta Learning, Model-based Meta Learning, Omniglot, Optimization-based Meta Learning, Prototypical Network, reinforcement learning, Relation Network, siamese network, Zero Shot Learning,