Mila Researcher Releases Open Robot Learning Textbook, First Draft Chapters Online

GlenBerseth · x · 2026-10-26

Glen Berseth, researcher at Université de Montréal / Mila, has released an open textbook Robot Learning built from three years of lecture notes, slides, and recordings of his graduate course. The first two draft chapters cover what robot learning is (and how to make control less brittle) and imitation learning from ALVINN to today's VLA models.

The full curriculum spans behavior cloning, planning and model-based RL, policy gradients, Q-learning, goal-conditioned and language-guided RL, LLM-designed reward functions, hierarchical and offline RL, and sim-to-real transfer — with videos, slides, Colabs, and programming assignments (in progress) on GitHub. More chapters are coming.

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