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Optimal control, no! Than what? (...)

Talkat JDD 2018 · 2018-10-08..10-09· [machine-learning]
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Covers concrete algorithms and tradeoffs: simulated annealing finds near-global minima by checking ~360,000 samples in a 30‑dimensional test, Particle Swarm Optimization hit good approximations with ~5,000 tries, and differential evolution/genetic algorithms use population tuning (examples showed 300k evaluations). Shows runnable Java examples from GitHub (JSwarm, simple libraries) and contrasts them with heavy end‑to‑end deep RL (mentions DL4J / RL4J and DeepMind Atari/AlphaGo). Recommends simpler metaheuristics or a Python microservice before full deep RL.

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  2. 7:52Local Search
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