EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 09 · Lesson 03BuildPython1.3 h12 lessons in phase

Monte Carlo Methods — Learning from Complete Episodes

Dynamic programming needs a model. Monte Carlo needs nothing but episodes. Run the policy, watch the returns, average them. The simplest idea in RL — and the one that unlocks everything downstream.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

Part of Phase 09Reinforcement Learning. Use the previous / next cards below to keep browsing the phase.