Reinforcement Learning Courses and Certifications

Environment Engineering: The Foundation of RL Systems

Discover how to build reinforcement learning environments from scratch, exploring states, actions, rewards, and implementing a grid world environment with a random agent.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Q-Learning Unleashed: Building Intelligent Agents

Master Q-learning from fundamentals to implementation, building intelligent agents with exploration policies and decision-making capabilities in practical environments.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Game On: Integrating RL Agents with Environments

Explore agent-environment integration in reinforcement learning, balancing exploration vs. exploitation with ε-greedy strategies while visualizing training performance and policies.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Navigating RL Challenges: Strategies and Future Directions

Explore advanced RL techniques including random goals, hazardous environments, and reward shaping, while gaining insights into cutting-edge developments and future applications of reinforcement learning.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

Steve Brunton

Reinforcement Learning

Explora el Aprendizaje por Refuerzo, desde métodos básicos hasta redes neuronales y aplicaciones en dinámica de fluidos y control, en esta serie de 3.5 horas por Steve Brunton.

• YouTube
• 3 hours 30 minutes
• Self-Paced
• Free Video

Reinforcement Learning

Learn the fundamentals of reinforcement learning and implement basic concepts using Python for data science applications.

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

Conf42

Scaling Reinforcement Learning

Explore distributed reinforcement learning strategies, cloud architectures, and production deployment techniques for scaling ML systems effectively.

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

University of Alberta;  Alberta Machine Intelligence Institute

Prediction and Control with Function Approximation

24 ratings

Explore advanced reinforcement learning techniques for large state spaces, including function approximation, feature construction, and policy gradient methods. Apply these concepts to solve continuous-state control tasks.

• Coursera
• 21 hours 51 minutes
• Self-Paced
• Paid Course

Deep Reinforcement Learning in Python

Learn and use powerful Deep Reinforcement Learning algorithms, including refinement and optimization techniques.

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

Artificial Intelligence: Reinforcement Learning in Python

10802 ratings at Udemy

Complete guide to Reinforcement Learning, with Stock Trading and Online Advertising Applications

• Udemy
• 14 hours 43 minutes
• Self-Paced
• Paid Course

DeepLearning.AI;  Stanford

Unsupervised Learning, Recommenders, Reinforcement Learning

5581 ratings at Coursera

Explore unsupervised learning, recommender systems, and reinforcement learning. Master clustering, anomaly detection, and deep Q-learning to solve real-world AI challenges.

• Coursera
• 1 day 3 hours 51 minutes
• Self-Paced
• Paid Course

Fundamental of Reinforcement Training

Discover reinforcement learning fundamentals through MDP concepts and hands-on demos, distinguishing RL from other ML approaches for real-world decision-making applications.

• Coursera
• 3 hours 4 minutes
• Self-Paced
• Paid Course

Coursera

Optimize with GA & RL

Master genetic algorithms and Q-learning for supply chain optimization, comparing AI methods with traditional approaches using real-world datasets and Python implementation.

• Coursera
• 3 hours 2 minutes
• Self-Paced
• Paid Course

Credential

Machine Learning and Reinforcement Learning in Finance

820 ratings at Coursera

Comprehensive exploration of machine learning and reinforcement learning applications in finance, covering core algorithms, practical problem-solving, and implementation for various financial scenarios.

• Coursera
• 8 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 4 courses

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