Deep Reinforcement Learning Courses and Certifications

Deep Reinforcement Learning in Python

284 ratings at DataCamp

Discover the cutting-edge techniques that empower machines to learn and interact with their environments.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Nvidia Deep Learning Institute;  Unity Career Certificate

Deep Reinforcement Learning

357 ratings at Udacity

Build intelligent agents with deep reinforcement learning using value- and policy-based methods, Q-networks, experience replay, multi-agent techniques, Python, PyTorch, and C++.

• Udacity
• 83 hours
• Self-Paced
• Paid Course

Advanced AI: Deep Reinforcement Learning in Python

6519 ratings at Udemy

The Complete Guide to Mastering Artificial Intelligence using Deep Learning and Neural Networks

• Udemy
• 10 hours 39 minutes
• Self-Paced
• Paid Course

Cutting-Edge AI: Deep Reinforcement Learning in Python

3934 ratings at Udemy

Apply deep learning to artificial intelligence and reinforcement learning using evolution strategies, A2C, and DDPG

• Udemy
• 8 hours 38 minutes
• Self-Paced
• Paid Course

Deep Reinforcement Learning: From Theory to Practice

Implement deep reinforcement-learning agents: replace tabular values with function approximation, build DQN with replay buffers and target networks, and apply REINFORCE, actor–critic, PPO, DDPG, and SAC.

• Coursera
• 6 weeks, 3 hours a week
• Self-Paced
• Paid Course

Packt

Foundations of Deep Reinforcement Learning with PyTorch

Build reinforcement learning agents in PyTorch: Gymnasium environments, the cross-entropy method, tabular Q-iteration with the Bellman equation, and deep Q-networks on Atari Pong.

• Coursera
• 7 weeks, 1 hour a week
• Self-Paced
• Paid Course

Packt Career Certificate

Deep Reinforcement Learning Hands-On

Build deep reinforcement learning agents in PyTorch: OpenAI Gym, the Cross-Entropy Method, Bellman equation, DQN extensions, policy gradients, actor-critic, AlphaGo Zero, and multi-agent RL.

• Coursera
• 4 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 3 courses

Packt

Cutting-Edge Topics in Deep Reinforcement Learning

Explore advanced deep RL: continuous control with A2C, trust region methods (PPO, TRPO, ACKTR), black-box optimization, exploration strategies, RLHF, AlphaGo Zero, MuZero, and multi-agent learning.

• Coursera
• 8 weeks, 1 hour a week
• Self-Paced
• Paid Course

Packt

Deep Reinforcement Learning with Gymnasium

Train reinforcement learning agents in Gymnasium’s simulated environments using trial and error to optimize policies and analyze performance.

• Coursera
• 1 hour
• Self-Paced
• Paid Course

Learn Ventures

Fundamentals of Deep Reinforcement Learning

Learn the theoretical foundations of Deep Learning through practical Python code.

• edX
• 8 weeks, 2-6 hours a week
• Self-Paced
• Free Certificate

Deep Reinforcement Learning - Frontiers - Lecture 18

Explore cutting-edge frontiers in deep reinforcement learning, covering problem setup, advanced methods, and real-world deployment strategies with Stanford's expert guidance.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Deep Reinforcement Learning - Tutorial Session: Review of Q-Learning

Dive into Q-learning fundamentals with MDP review, parametric approaches, and practical algorithm walkthroughs for deep reinforcement learning mastery.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Brown University;  Georgia Tech

Reinforcement Learning

8 ratings

Study machine learning at a deeper level and become a participant in the reinforcement learning research community.

• Udacity
• 21 hours
• Self-Paced
• Free Online Course

Steve Brunton

Overview of Deep Reinforcement Learning Methods

Overview of deep reinforcement learning methods, from policy gradients and deep Q-learning to actor-critic networks.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Steve Brunton

Deep Reinforcement Learning - Neural Networks for Learning Control Laws

An overview of deep reinforcement learning for learning control policies in games, robotic systems, and elevator scheduling.

• YouTube
• 21 minutes
• Self-Paced
• Free Video