Reinforcement Learning

Reinforcement Learning

Syllabus: Portable Curricula for Reinforcement Learning Agents (Outstanding Paper Award)

Curriculum learning has been a quiet, yet crucial component of many high-profile successes of reinforcement learning. Despite this, it is still a niche topic that is not directly …

Ryan Sullivan

• Aug 4, 2025 • 1 min read

Reinforcement Learning

Better Gradient Steps for Deep On-Policy Reinforcement Learning

This paper studies how the collected transitions can be prioritized to speed up the gradient ascent process toward a favorable policy. To do so, we weigh the transitions in the …

Ryan Pégoud

• Aug 1, 2024 • 1 min read

Rainbow: The Colorful Evolution of Deep Q-Networks 🌈 featured image

Reinforcement Learning

Rainbow: The Colorful Evolution of Deep Q-Networks 🌈

Published on Towards Data Science

Ryan Pégoud

• Jul 12, 2024 • 1 min read

A Practical Guide to Proximal Policy Optimization in JAX 📈 featured image

Reinforcement Learning

A Practical Guide to Proximal Policy Optimization in JAX 📈

Published on Towards Data Science

Ryan Pégoud

• May 1, 2024 • 1 min read

A Gentle Introduction to Deep Reinforcement Learning in JAX 🕹️ featured image

Reinforcement Learning

A Gentle Introduction to Deep Reinforcement Learning in JAX 🕹️

Published on Towards Data Science

Ryan Pégoud

• Nov 21, 2023 • 1 min read

Vectorize and Parallelize RL Environments with JAX: Q-learning at the Speed of Light⚡ featured image

Reinforcement Learning

Vectorize and Parallelize RL Environments with JAX: Q-learning at the Speed of Light⚡

Published on Towards Data Science

Ryan Pégoud

• Oct 15, 2023 • 1 min read

Temporal-Difference Learning and the Importance of Exploration: An Illustrated Guide⏱️ featured image

Reinforcement Learning

Temporal-Difference Learning and the Importance of Exploration: An Illustrated Guide⏱️

Published on Towards Data Science

Ryan Pégoud

• Sep 23, 2023 • 1 min read