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Imitation Learning - Reinforcement Learning for the Real World

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Talla HQ

2 Park Plaza

7th Floor

Boston, MA 02116

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Byron Galbraith, Co-Founder and Chief Data Scientist at Talla, will lead this course covering Reinforcement & Imitation Learning.

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Reinforcement Learning has seen an explosion of work in the last few years with some high profile results from DeepMind with AlphaZero. Most of the success has been demonstrated on games - either two-player fully observable environments like Chess and Go, or classic Atari video games like Breakout and Pitfall that can be efficiently simulated at large scales. Yet, for all the hyped up results, there has been little translation to the real world yet.

Imitation Learning is a related approach to RL, but instead of having the AI agent learn from scratch through its own exploration, Imitation Learning is about learning decision policies from expert demonstrations. This talk will introduce the formal Imitation Learning problem, methods that are used to train agents under this paradigm, and examples of how this can be used to solve real world problems.

Find more classes like this by visiting our website at Talla After Hours.

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Date and Time

Location

Talla HQ

2 Park Plaza

7th Floor

Boston, MA 02116

View Map

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