advancedCertificate$249/mo
Deep Reinforcement Learning Nanodegree
by Alexis Cook & Mat Leonard · Udacity
4.6(2,800 reviews)
30K+ enrolled4 monthsUpdated 2024-05
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
Implement DQN, policy gradients, actor-critic methods, and multi-agent RL to solve continuous control tasks.
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 & Actor-critic6 lessons
- Introduction to policy gradient
- Policy gradient in Practice
- Hands-on Exercise: Policy gradient
- Introduction to actor-critic
- Actor-critic in Practice
- Hands-on Exercise: Actor-critic
Module 3: PyTorch3 lessons
- Introduction to PyTorch
- PyTorch in Practice
- Hands-on Exercise: PyTorch
Instructor
Alexis Cook & Mat Leonard
Instructor at Udacity
Pros & Cons
Pros
- Offers a certificate of completion
- High-quality video lectures
- Taught by Alexis Cook & Mat Leonard
- Well-structured curriculum
Cons
- Requires paid subscription
- Requires significant prior knowledge
- Self-paced requires discipline
$249/mo
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