Deep Reinforcement Learning Courses and Certifications

Centre for Networked Intelligence, IISc

QoE-Driven Deep Reinforcement Learning for Multi-Agent Resource Allocation in Cognitive Radio Networks

Explore how Quality of Experience metrics accelerate deep reinforcement learning in cognitive radio networks for efficient multi-agent resource allocation.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Nvidia Deep Learning Institute;  Unity Microcredential

Deep Reinforcement Learning

357 ratings at Udacity

Master deep reinforcement learning techniques to train AI agents for navigation, financial trading, and multi-agent systems. Implement classical and modern RL algorithms using PyTorch.

• Udacity
• 83 hours
• On-Demand
• Paid Course

Advanced AI: Deep Reinforcement Learning in Python

6499 ratings at Udemy

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

• Udemy
• 10 hours 39 minutes
• On-Demand
• Paid Course

Artificial Intelligence for Simple Games

310 ratings at Udemy

Learn how to use powerful Deep Reinforcement Learning and Artificial Intelligence tools on examples of AI simple games!

• Udemy
• 12 hours 24 minutes
• On-Demand
• Paid Course

Cutting-Edge AI: Deep Reinforcement Learning in Python

3849 ratings at Udemy

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

• Udemy
• 8 hours 38 minutes
• On-Demand
• Paid Course

Modern Reinforcement Learning: Deep Q Agents (PyTorch & TF2)

1112 ratings at Udemy

How to Turn Deep Reinforcement Learning Research Papers Into Agents That Beat Classic Atari Games

• Udemy
• 6 hours 45 minutes
• On-Demand
• 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
• On-Demand
• Free Online Course (Audit)

TensorFlow

TF-Agents - A Flexible Reinforcement Learning Library for TensorFlow

Explore TF-Agents, a flexible Deep Reinforcement Learning library for TensorFlow. Learn about recent advancements, implementation techniques, and how to jumpstart your RL projects using this modular open-source tool.

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

Yannic Kilcher

The AI Economist - Improving Equality and Productivity with AI-Driven Tax Policies

Explore AI-driven tax policies that balance equality and productivity through reinforcement learning, revealing emergent strategies and outperforming traditional economic models in simulations and human experiments.

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

Tractable Novelty Exploration Over Continuous and Discrete Sequential Decision Problems

Explore cutting-edge width-based planning algorithms for sequential decision problems, covering continuous dynamics, polynomial approximations of novelty, and comparisons with deep reinforcement learning.

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

Simons Institute

Fast Reinforcement Learning With Generalized Policy Updates

Explore advanced techniques in deep reinforcement learning, focusing on generalized policy updates for rapid learning and improved performance in complex environments.

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

Simons Institute

Attacking the Off-Policy Problem With Duality

Explore deep reinforcement learning techniques to address off-policy challenges using duality principles, enhancing AI decision-making in complex environments.

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

Yannic Kilcher

IMPALA - Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures

Explore IMPALA, a distributed reinforcement learning architecture for efficient multi-task learning. Learn about V-trace, off-policy correction, and scalable performance across thousands of machines.

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

Yannic Kilcher

Reinforcement Learning, Fast and Slow

Explores recent advancements in deep reinforcement learning, discussing techniques for faster learning and their potential implications for cognitive science and neuroscience.

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

Pascal Poupart

Deep Recurrent Q-Networks

Explore deep reinforcement learning with recurrent neural networks, focusing on LSTM units, Q-learning, and their applications in sequential decision-making problems.

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