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"Bertsekas Vol 2 rollout algorithm example" or "neuro-dynamic programming vs Q-learning"
The book is frequently paired with a comprehensive solution manual for its numerous exercises. dynamic programming and optimal control vol 2 pdf
If you only read Volume 1, you understand how to make a decision given a perfect model of a deterministic world. But most of the world is: is failing," hissed his partner, Sarah, over the comms
The book offers an extensive treatment of problems where decisions are made over an indefinite timeframe. We’re hitting the curse of dimensionality The "curse
is failing," hissed his partner, Sarah, over the comms. They were deep-looping into the city’s traffic AI to divert an armored transport. "The state space is exploding. We’re hitting the curse of dimensionality
The "curse of dimensionality" (a term coined by Richard Bellman) is the silent killer of naive DP implementations. Vol 2 dedicates significant heft to breaking this curse through:
Volume 2 is dedicated to breaking this curse. It provides the mathematical machinery required to approximate the optimal control policy when exact solutions are computationally infeasible. This makes the a critical resource for anyone working in modern AI, robotics, and complex systems engineering.