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Reinforcement Learning Specialization

by Martha White & Adam White · Coursera

4.7
(5,600 reviews)
120K+ 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 temporal difference
Apply temporal difference 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

Four-course specialization covering the fundamentals of reinforcement learning from bandits to deep RL.

Curriculum

Module 1: Reinforcement learning
3 lessons
  • Introduction to reinforcement learning
  • Reinforcement learning in Practice
  • Hands-on Exercise: Reinforcement learning
Module 2: Temporal difference
3 lessons
  • Introduction to temporal difference
  • Temporal difference in Practice
  • Hands-on Exercise: Temporal difference
Module 3: Policy gradient
3 lessons
  • Introduction to policy gradient
  • Policy gradient in Practice
  • Hands-on Exercise: Policy gradient
Module 4: Deep RL
3 lessons
  • Introduction to deep RL
  • Deep RL in Practice
  • Hands-on Exercise: Deep RL

Instructor

Martha White & Adam White

Instructor at Coursera

4.7rating
120K+ students

Pros & Cons

Pros

  • Highly rated by students
  • Offers a certificate of completion
  • High-quality video lectures
  • Taught by Martha White & Adam White

Cons

  • Requires paid subscription
  • Requires significant prior knowledge
  • Self-paced requires discipline