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 RL6 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 & PPO6 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 Baselines33 lessons
- Introduction to Stable Baselines3
- Stable Baselines3 in Practice
- Hands-on Exercise: Stable Baselines3
Instructor
Thomas Simonini
Instructor at Hugging Face
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
Free
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