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1
Intro
2
Motivation
3
Behavioural Cloning
4
Case Study 1: Autonomous driving
5
Case study II: conversational agents
6
Generative adversarial imitation learning (GAIL)
7
Generative adversarial networks (GANS)
8
GAIL Pseudocode
9
Inverse Dynamics
10
Pseudocode: Imitation Learning from Observations
11
Robotics Experiments
Description:
Explore imitation learning in this 30-minute video lecture from Pascal Poupart's CS885 course at the University of Waterloo. Delve into behavioral cloning, autonomous driving, conversational agents, generative adversarial imitation learning (GAIL), and inverse dynamics. Examine case studies, pseudocode implementations, and robotics experiments to gain a comprehensive understanding of imitation learning techniques and applications.

Imitation Learning

Pascal Poupart
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