Cursarium
intermediateCertificateFree

Deep Reinforcement Learning Course

by Thomas Simonini · Hugging Face

4.6
(1,200 reviews)
80K+ enrolledSelf-pacedUpdated 2024-08

What You'll Learn

Understand the fundamentals and key concepts of reinforcement learning
Apply reinforcement learning techniques to solve real-world problems
Understand the fundamentals and key concepts of deep RL
Apply deep RL techniques to solve real-world problems
Understand the fundamentals and key concepts of policy gradient
Apply policy gradient techniques to solve real-world problems

About This Course

Hands-on deep reinforcement learning course from basic concepts to advanced methods using Stable Baselines3.

Curriculum

Module 1: Reinforcement learning & Deep RL
6 lessons
  • Introduction to reinforcement learning
  • Reinforcement learning in Practice
  • Hands-on Exercise: Reinforcement learning
  • Introduction to deep RL
  • Deep RL in Practice
  • Hands-on Exercise: Deep RL
Module 2: Policy gradient & PPO
6 lessons
  • Introduction to policy gradient
  • Policy gradient in Practice
  • Hands-on Exercise: Policy gradient
  • Introduction to PPO
  • PPO in Practice
  • Hands-on Exercise: PPO
Module 3: Stable Baselines3
3 lessons
  • Introduction to Stable Baselines3
  • Stable Baselines3 in Practice
  • Hands-on Exercise: Stable Baselines3

Instructor

Thomas Simonini

Instructor at Hugging Face

4.6rating
80K+ students

Pros & Cons

Pros

  • Completely free to access
  • Offers a certificate of completion
  • Hands-on interactive exercises
  • Taught by Thomas Simonini

Cons

  • Self-paced requires discipline