Reinforcement Learning – Page 8

PPO and A3C for Complex Game AI Environments

2025년 11월 26일

Why PPO replaced DQN for game AI: actor-critic variance reduction, continuous control, and 10x faster convergence on Atari benchmarks.

2025년 11월 26일

Build a Deep Q-Network that beats human Atari scores. Experience replay, target networks, and Double DQN explained with training code.

2025년 11월 25일

Train your first game AI in 50 lines of Python — no neural networks needed. Pure Q-learning with the Bellman equation for grid worlds.

2025년 11월 24일

Why RL beats rule-based game AI: exploration-exploitation tradeoff, credit assignment, and when traditional pathfinding still wins.

2025년 11월 18일

QMIX vs MAPPO vs MADDPG on cooperative tasks: which multi-agent RL algorithm converges faster? Benchmarks from 10M training steps.

2025년 11월 12일

Offline RL showdown: CQL vs IQL vs Decision Transformer on D4RL benchmarks. Train agents without environment interaction.

2025년 11월 10일

RLHF implementation guide: train ChatGPT-style models with human feedback. PPO + reward model code walkthrough included.