Deep Reinforcement Learning Courses and Certifications

Simons Institute

Offline Deep Reinforcement Learning Algorithms

Explore offline deep reinforcement learning algorithms, their challenges, and solutions like conservative Q-learning, with insights on modern machine learning and overcoming distributional shift.

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

media.ccc.de

A Competitive Time-Trial AI for Need for Speed: Most Wanted Using Deep Reinforcement Learning

Discover how deep reinforcement learning and Python create a competitive AI for Need for Speed: Most Wanted, exploring game hacking, custom APIs, and the Soft-Actor-Critic algorithm implementation.

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

Data Science Courses

Deep Learning: Deep Reinforcement Learning and Policy Gradients - Lecture 13

Dive into advanced deep reinforcement learning concepts including policy gradients, REINFORCE algorithm, and their applications in Atari games and Go, taught by Ali Ghodsi.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Paul G. Allen School

Deep Reinforcement Learning for Query Optimization in Database Systems

Exploring deep reinforcement learning approaches to improve database query optimization, enhancing performance and reducing maintenance burden in database management systems.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Task-Driven Network Discovery via Deep Reinforcement Learning on Embedded Spaces

Explore task-driven network discovery using deep reinforcement learning on embedded spaces. Learn about improving network observability and optimizing data collection for accurate analysis.

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

Fields Institute

Equal Risk Option Pricing with Deep Reinforcement Learning

Explore innovative option pricing using deep reinforcement learning, focusing on equal risk approaches, hedging strategies, and market dynamics. Gain insights into advanced quantitative finance techniques.

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

Toronto Machine Learning Series (TMLS)

The AI Economist: Economic Policy Design Using Deep Reinforcement Learning and AI Simulations

Explore AI-driven economic policy design using deep reinforcement learning and simulations. Learn how AI can improve equality, productivity, and public health outcomes in complex socio-economic challenges.

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

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

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

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

Anyscale

Semiconductor Fab Production Scheduling Using Deep Reinforcement Learning

Optimize semiconductor manufacturing schedules with deep reinforcement learning. Leverage flexible methods to respond to changing priorities and improve key performance indicators in complex fab environments.

• YouTube
• 19 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

Center for Language & Speech Processing(CLSP), JHU

Deep Reinforcement Learning for Sequential Decision Making Tasks with Natural Language Interaction

Explore deep reinforcement learning applications in natural language tasks, focusing on querying ambiguous texts and navigating 3D mazes with unseen instructions using hierarchical architectures.

• YouTube
• 1 hour 2 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