Using the cross-entropy method to solve Frozen Lake

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  • cross-entropy-rl

    Using the cross-entropy method to solve Frozen Lake.

  • The most important parts of the solution are described below, and a complete copy of the source code is included at the end of this post and in my frozen-lake-rl repository.

  • gym

    A toolkit for developing and comparing reinforcement learning algorithms.

  • Frozen Lake is an OpenAI Gym environment in which an agent is rewarded for traversing a frozen surface from a start position to a goal position without falling through any perilous holes in the ice.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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