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Algorithms to Live By: The Computer Science of Human Decisions,
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Zac Stojcevski
The Multi-amed bandit problem is essentially only one chapter of this book. It goes in waves of "yeah, yeah, I know that" to..."wow, I either forgot that or never knew that" - worth reading. Perhaps try one of the middl chapters first to see if it's your cup of tead.
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