YoVDO

Policy Gradient

Offered By: Pascal Poupart via YouTube

Tags

Policy Gradient Methods Courses Machine Learning Courses Supervised Learning Courses Reinforcement Learning Courses

Course Description

Overview

Explore policy gradient methods in reinforcement learning through this comprehensive lecture. Delve into stochastic policies, supervised learning techniques, and the stochastic gradient policy theorem. Gain insights into the derivation process and understand the approach used in AlphaGo. Recap key concepts and conclude with a thorough understanding of policy gradient algorithms and their applications in artificial intelligence.

Syllabus

Introduction
Recap
Stochastic Policies
Supervised Learning
Stochastic Gradient Policy Theorem
Derivation
Alphago Approach
Conclusion


Taught by

Pascal Poupart

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Natural Language Processing
Columbia University via Coursera
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent