Tag: reinforcement-learning
All the articles with the tag "reinforcement-learning".
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Designing environments for RL
Published: at 11:00 AMMost RL writing is about algorithms. In practice, environment design — the state, action, and reward decisions that sit between your system and the algorithm — is where projects succeed or fail. This is the part that almost never gets covered.
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An introduction to reinforcement learning
Published: at 10:00 AMThe orientation for working engineers before the rest of the series goes into algorithm internals. What RL is, the vocabulary, the Bellman idea, when to reach for it, and a map of the five posts.
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Inside the Bellman loop: how value actually propagates
Published: at 07:00 PMBellman equations are usually introduced recursively, and the recursion misleads programmers. The runtime is closer to iterative graph relaxation — value sweeping backward through a state graph until it stops moving.