Reinforcement Learning Courses and Certifications

Intro to Game AI and Reinforcement Learning

Build your own video game bots, using classic and cutting-edge algorithms.

• Kaggle
• 4 hours
• On-Demand
• Free Certificate

Reinforcement Learning Course - Full Machine Learning Tutorial

Reinforcement learning is an area of machine learning that involves taking right action to maximize reward in a particular situation. In this full tutorial course, you will get a solid foundation in reinforcement learning core topics.

• freeCodeCamp
• 3-4 hours
• On-Demand
• Free Video

Alexander Amini;  MIT

Reinforcement Learning

Explore deep reinforcement learning concepts, from Q-functions to policy gradients, with applications in Atari games, real-world scenarios, and groundbreaking AI like AlphaGo.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Nicholas Renotte

Reinforcement Learning - Full Course Using Python

Comprehensive introduction to reinforcement learning using Python, covering fundamentals, custom environments, and practical projects like Atari games and autonomous driving.

• YouTube
• 3 hours 2 minutes
• On-Demand
• Free Video

Steve Brunton

Reinforcement Learning - Machine Learning Meets Control Theory

Explore reinforcement learning's intersection with control theory, covering key concepts, algorithms, and applications in this comprehensive overview of machine learning's powerful technique.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Edan Meyer

The AI Scaling Problem - Reinforcement Learning and Runtime Data Efficiency

Explore why AI's current scaling approach with human data is flawed and discover how reinforcement learning agents can efficiently learn from single embodied data streams.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Serrano.Academy

Reinforcement Learning for Large Language Models - RLHF, PPO, DPO, and GRPO

Discover how to fine-tune LLMs using RLHF, PPO, DPO, and GRPO techniques with practical deep reinforcement learning methods for transformer models.

• YouTube
• 2 hours 28 minutes
• On-Demand
• Free Video

Pascal Poupart

Reinforcement Learning - Spring 2018

Master reinforcement learning algorithms that enable machines to learn from partial feedback, covering Markov processes, deep RL, bandits, and applications in robotics and games.

• YouTube
• 1 day 22 minutes
• On-Demand
• Free Video

CodeEmporium

Reinforcement Learning 101

Discover the fundamentals of reinforcement learning through multi-armed bandits, Q-learning, deep Q-networks, and policy optimization techniques used in modern AI systems.

• YouTube
• 2 hours 4 minutes
• On-Demand
• Free Video

Python Lessons

Reinforcement Learning - From DQN to PPO with Practical Applications

Master advanced reinforcement learning algorithms from DQN to PPO, building AI agents that play games, land rockets, and navigate complex environments through hands-on projects.

• YouTube
• 7 hours 59 minutes
• On-Demand
• Free Video

Reinforcement Learning Course

Comprehensive exploration of reinforcement learning concepts, from basics to advanced topics, including deep RL, policy gradients, and practical applications in classic games.

• YouTube
• 17 hours
• On-Demand
• Free Video

University of Alberta;  Alberta Machine Intelligence Institute

Sample-based Learning Methods

44 reviews

Explore sample-based learning methods in reinforcement learning, including Monte Carlo, temporal difference, and Dyna. Learn to estimate value functions, implement algorithms, and improve sample efficiency.

• Coursera
• 22 hours 16 minutes
• On-Demand
• Paid Course

Data Augmentation for Image-Based Reinforcement Learning

Explores data augmentation techniques for image-based reinforcement learning, presenting a model-free algorithm and a self-supervised framework for visual continuous control tasks, achieving state-of-the-art results.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Harvard CS50’s Artificial Intelligence with Python – Full University Course

112 reviews

Explore AI foundations through hands-on Python projects. Cover graph search, classification, optimization, reinforcement learning, and more. Gain practical skills in implementing AI algorithms and understanding their applications.

• freeCodeCamp
• 12 hours
• On-Demand
• Free Video

Great Learning

Reinforcement Learning in Artificial Intelligence - Full Course

Keeping the importance of Reinforcement Learning in mind, we have come up with this full course by Great Learning Faculty Dr. Narayana Darapaneni. Dr. Narayana holds a PhD in Mathematics from Pierre and Marie Curie University, Paris, France.

• YouTube
• 4 hours 26 minutes
• On-Demand
• Free Video