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Decision-making in the face of uncertainty is a significant challenge in machine learning, and the multi-armed bandit model is a commonly used framework to address it. This comprehensive and rigorous introduction to the multi-armed bandit problem examines all the major settings, including stochastic, adversarial, and Bayesian frameworks. A focus on both mathematical intuition and carefully worked proofs makes this an excellent reference for established researchers and a helpful resource for graduate students in computer science, engineering, statistics, applied mathematics and economics....

A positive and practical guide that shows you how to succeed in academia, helping you hone your skills in teaching and research as well as building softer skills like interpersonal development.

In September 2016, famous entrepreneur Elon Musk announced plans for the gradual colonization of Mars. As humans continue to degrade and destroy our planet s resources, leading to predictions of total ecological collapse, some now suggest that a human colony elsewhere may be our species best hope for survival.