YoVDO

Reinforcement Learning

Offered By: YouTube

Tags

Reinforcement Learning Courses Artificial Intelligence Courses Machine Learning Courses Q-learning Courses Deep Q-Learning Courses

Course Description

Overview

Dive into the world of Reinforcement Learning through this comprehensive 3.5-hour tutorial series. Begin with an introduction to Q Learning and its table-based approach, then progress to understanding the Q Learning algorithm and agent implementation. Analyze the Q-Learning agent's performance before learning how to create a custom Reinforcement Learning (RL) environment. Advance to Deep Q Learning with DQN, and finally, master the techniques for training and testing a Deep reinforcement learning (DQN) agent. Gain practical knowledge and hands-on experience in this cutting-edge field of artificial intelligence.

Syllabus

Q Learning Intro/Table - Reinforcement Learning p.1.
Q Learning Algorithm and Agent - Reinforcement Learning p.2.
Q-Learning Agent Analysis - Reinforcement Learning p.3.
Creating A Reinforcement Learning (RL) Environment - Reinforcement Learning p.4.
Deep Q Learning w/ DQN - Reinforcement Learning p.5.
Training & Testing Deep reinforcement learning (DQN) Agent - Reinforcement Learning p.6.


Taught by

sentdex

Related Courses

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