Deep Reinforcement Learning Courses and Certifications

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

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

International Centre for Theoretical Sciences

Deep Reinforcement Learning of Marked Temporal Point Processes

Explore deep reinforcement learning for marked temporal point processes, covering event representation, policy optimization, and applications in information propagation and knowledge creation.

• YouTube
• 36 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

Yannic Kilcher

Imagination-Augmented Agents for Deep Reinforcement Learning

Explore innovative deep reinforcement learning architecture combining model-free and model-based approaches for improved performance and efficiency in complex environments.

• YouTube
• 15 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

Yannic Kilcher

Chip Placement with Deep Reinforcement Learning

Deep reinforcement learning optimizes chip placement, outperforming human experts in speed and efficiency. This AI-driven approach learns from experience, generalizes to new designs, and minimizes power, performance, and area constraints.

• YouTube
• 27 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

Yannic Kilcher

Thinking While Moving - Deep Reinforcement Learning with Concurrent Control

Explore concurrent control in reinforcement learning, where agents make decisions while executing actions, revolutionizing robotic movement and decision-making processes.

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

Yannic Kilcher

Playing Atari with Deep Reinforcement Learning - Paper Explained

Explore deep reinforcement learning's breakthrough in Atari game mastery using convolutional neural networks, revolutionizing AI with pixel-based control policies and outperforming human experts.

• YouTube
• 39 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

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

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

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