Using CNN in Reinforcement Learning

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  • baselines

    OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

  • For Atari games, RGB is often not useful. However, channels are still needed because a single-frame observation is often not a good proxy of a state. For example in games like Breakout or Pong, a single screenshot doesn't tell you the direction to which the ball is moving. So typically we preprocess the observation and use channels to stack a few recent frames. You can take a look at https://github.com/openai/baselines/blob/master/baselines/common/atari_wrappers.py

  • 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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