Deep Reinforcement Learning Courses and Certifications

Toronto Machine Learning Series (TMLS)

Outracing Champion Gran Turismo Drivers With Deep Reinforcement Learning

Explore deep reinforcement learning techniques used to train AI agents that outperform world-class e-sports drivers in Gran Turismo racing simulations.

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

Toronto Machine Learning Series (TMLS)

Towards Trustworthy Automatic Diagnosis Systems by Emulating Doctors' Reasoning with Deep Reinforcement Learning

Explore deep reinforcement learning for automated medical diagnosis, emulating doctors' reasoning to generate differential diagnoses, prioritize severe pathologies, and enhance system trustworthiness.

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

GAIA

Modelling Ecosystems with Deep Reinforcement Learning

Explore ecosystem simulation using deep reinforcement learning, analyzing ecological impacts of human activities for informed decision-making in environmental planning.

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

GAIA

From Hypothesis to Reality: Designing a Superhuman Racing AI Agent Using Deep Reinforcement Learning

Explore the development of GT Sophy, an AI agent that outperforms top Gran Turismo drivers, from research to in-game feature. Learn about deep reinforcement learning approaches and unique training methods.

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

echohive

Deep Reinforcement Learning Agent for Snake Game

Explore deep reinforcement learning as an AI agent masters the classic snake game, with code review and optimization techniques for Python-based machine learning projects.

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

Open Compute Project

Increasing Energy Efficiency of Server Cooling Using Deep Reinforcement Learning

Discover how Deep Reinforcement Learning optimizes server cooling efficiency, reducing fan energy usage by 40% and achieving 8% overall server energy savings through intelligent thermal management.

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

Eclipse Foundation

Challenges in Reward Design for Reinforcement Learning-based Traffic Signal Control - An Investigation Using CO2 Emission Objective

Explore the complexities of reward design in reinforcement learning for traffic signal control, focusing on CO2 emission reduction through Deep Q-Network implementation and reward optimization strategies.

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

深度强化学习导论

Dive into reinforcement learning fundamentals through advanced algorithms like DQN, TRPO, and PPO, with practical applications in news recommendation, investment strategies, and road defect detection.

• XuetangX
• On-Demand
• Free Online Course

Stanford Seminar - Dialog Markets

Explore the potential of machine learning in complex problem-solving through dialog automation, cognitive actions, and crowdsourced contributions in a market-based system for high-quality conversations.

• YouTube
• 59 minutes
• On-Demand
• Free Online Course

Nvidia Deep Learning Institute;  Unity Microcredential

Deep Reinforcement Learning

356 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
• 4 months 4 days 16 hours
• On-Demand
• Paid Course

6.S094: Deep Learning for Self-Driving Cars

2 reviews

Explore deep learning applications in self-driving cars, covering reinforcement learning, convolutional neural networks, recurrent neural networks, and human-centered autonomous systems.

• Independent
• On-Demand
• Free Online Course

Learning Controllers - From Engineering to AGI

1 review

Exploring deep reinforcement learning for autonomous control systems, from fusion plasma to robotics, with a focus on data-efficient methods for real-world applications.

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

Advanced AI: Deep Reinforcement Learning in Python

5895 ratings at Udemy

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

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

Cutting-Edge AI: Deep Reinforcement Learning in Python

3009 ratings at Udemy

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

• Udemy
• 8 hours 37 minutes
• On-Demand
• Paid Course

Artificial Intelligence Masterclass + ChatGPT Prize [2024]

2361 ratings at Udemy

Enter the new era of Hybrid AI Models optimized by Deep NeuroEvolution, with a complete toolkit of ML, DL and AI models.

• Udemy
• 12 hours 4 minutes
• On-Demand
• Paid Course