Tag: #policy-gradient

Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 2 posts

[Deep RL] 09. Policy Gradient: Policy-Based Reinforcement Learning
Understand the difference between value-based and policy-based methods, and apply the mathematical derivation of Policy Gradient and the REINFORCE algorithm to CartPole and Pong.
2026-03-19 · 6 min read #reinforcement-learning #deep-learning #ai #policy-gradient
Reinforcement Learning Complete Guide: From Theory to the Latest Algorithms and Real Implementations
Derives the major algorithms with their mathematics — from the core theory of MDPs and the Bellman equations through Q-Learning, DQN, Policy Gradient, A3C, PPO and SAC — and pulls together RLHF, AlphaGo and robotics appl
2026-03-01 · 46 min read #reinforcement-learning #deep-learning #dqn #ppo #rlhf

[Deep RL] 09. Policy Gradient: Policy-Based Reinforcement Learning