We are Microsoft researchers working on machine learning and reinforcement learning. Ask Dr. John Langford and Dr. Akshay Krishnamurthy anything about contextual bandits, RL agents, RL algorithms, Real-World RL, and more!

This page summarizes the projects mentioned and recommended in the original post on /r/IAmA

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  • vowpal_wabbit

    Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.

  • A simple answer is that Vowpal Wabbit (http://vowpalwabbit.org ) is used by the personalizer service (http://aka.ms/personalizer ). Many individual research projects have impacted Microsoft in various ways as well. However, many research projects have not. In general, Microsoft Research exists to explore possibilities. Inherent in the exploration of possibilities is the discovery that many possibilities do not work. - John

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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