Policy Gradient Methods

Implement policy gradient algorithms — REINFORCE, PPO, and Actor-Critic.

intermediate 🎮 Reinforcement Learning

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After this skill you can…

Implement REINFORCE from scratch
Train a PPO agent with Stable-Baselines3
Explain the advantage function in Actor-Critic

Prerequisites

Learn this skill (10 videos)

Part 1 of 3 — Proximal Policy Optimization Implementation: 11 Core Implementation Details

Weights & Biases · beginner

Actor Critic Algorithms

Siraj Raval · beginner

Solving the Basic Game of Pong

Siraj Raval · beginner

How to Beat Pong Using Policy Gradients (LIVE)

Siraj Raval · beginner

How to Win Slot Machines - Intro to Deep Learning #13

Siraj Raval · beginner

Reinforcement Learning 6: Policy Gradients and Actor Critics

Google DeepMind · advanced

Proximal Policy Optimization Implementation: 9 Atari-specific Details (2/3)

Weights & Biases · beginner

IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures

Yannic Kilcher · advanced

Proximal Policy Optimization | ChatGPT uses this

CodeEmporium · advanced

Arash Ahmadian - Back to Basics: Revisiting REINFORCE Style Optimization for Learning from...

Cohere · advanced