Policy gradient methods focus on directly improving your policy by adjusting parameters…
Browsing Tag
Reinforcement Learning
4 posts
Deep Q‑Networks Demystified: From Atari to Real‑World Apps
Gaining insight into Deep Q‑Networks reveals how they revolutionize AI from gaming to practical applications, but the full story is more fascinating than you might think.
Reward Shaping Gone Wrong: When Agents Learn the Wrong Lesson
Never underestimate how reward shaping can lead agents astray, causing unintended behaviors that highlight crucial pitfalls to watch for.
Reinforcement Learning 101: Teaching Agents to Play Nice With Production
Understanding reinforcement learning is essential for deploying reliable, adaptable agents in production, but mastering its core strategies is crucial for success.