Pascal Poupart Courses

Model-Based RL

Explore model-based reinforcement learning with Pascal Poupart's online program. Expect 1-2 hours of material covering topics like Dyna, search trees, and Monte Carlo.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Online Course

Bayesian and Contextual Bandits

Learn Bayesian and Contextual Bandits techniques with Pascal Poupart in a 1-2 hour study, covering topics from Bernoulli Variables to Thompson Sampling Algorithm.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Online Course

CS885: Multi-Armed Bandits

Learn about multi-armed bandits, online optimization, and various strategies in less than an hour with Pascal Poupart.

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

Actor Critic

Learn Actor Critic algorithms, REINFORCE with baseline, and Advantage Actor Critic (A2C) in under an hour with Pascal Poupart.

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

Policy Gradient

Learn policy gradient concepts, supervised learning, and the AlphaGo approach in under an hour with Pascal Poupart.

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

Deep Q-Networks

Dive into Deep Q-Networks with Pascal Poupart in under an hour. Learn optimization, QLearning, experience replay, and network architecture.

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

OpenAI Environments - Mike Rudd

Explore OpenAI and reinforcement learning in less than an hour with Pascal Poupart's concise program, including robotics environments and reward functions.

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

Conversational Agents

Learn about dialogue systems, intent classification, and named entity recognition in less than an hour with Pascal Poupart's concise program.

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

Deep Neural Networks

Learn deep neural networks, optimization, and activation functions in under an hour with Pascal Poupart.

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

Introduction to RL

Learn the fundamentals of Reinforcement Learning, including policy optimization and Bellman's Equation, in this 1-2 hour program by Pascal Poupart.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Online Course

Policy Iteration

Learn policy optimization algorithms and their complexities with Pascal Poupart in under an hour.

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

Markov Decision Processes

Learn Markov Decision Processes, rewards, discounting, and inventory management in under an hour with Pascal Poupart.

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

Markov Processes

Learn about Markov Processes, decision making, and related concepts in less than an hour with Pascal Poupart.

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

Trust Region & Proximal Policy Optimization

Explore trust region and proximal policy optimization with Pascal Poupart's video lectures, featuring less than an hour of material on gradient policy optimization, Kullback-Leibler Divergence, and more.

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

Normalizing Flows - Priyank Jaini

Explore density estimation and normalizing flows with Pascal Poupart's online material, covering topics from change of variables formula to neural autoregressive flows. Estimated workload: 1-2 hours.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Online Course