Reinforcement Learning - ChatGPT, Playing Games & More
Overview
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Explore reinforcement learning (RL) and its applications in a 30-minute conference talk from GOTO Chicago 2023. Discover how RL trains agents to maximize rewards in various environments, from Atari games to ChatGPT. Learn about the computational patterns required for RL, including data management, large-scale simulations, and model training. Dive into Ray RLlib, a Python-based platform for building RL applications with an intuitive API. Gain insights into RL's role in ChatGPT development through "Reinforcement Learning with Human Feedback." Examine RL's applications in robotics, autonomous vehicles, and recommendation systems. Watch demonstrations, explore resources, and understand the potential of this powerful machine learning technique.
Syllabus
Intro
Agenda
What is reinforcement learning?
Video: http://youtu.be/Lu56xVlZ40M
What is RL? continued
Ray RLlib
RL & ChatGPT
RL for recommendations
Outro
Taught by
GOTO Conferences