Description:

lightRaven 0.1.0

lightRaven -- Offline RL with Maximum Speed
This library provides convenient tools for people to create their own seldonian algorithms with optimum performance. A detailed example is also included in dynamic_training.ipynb. Performance test is in ci_performance.ipynb.
Dependencies

gym==0.17.3
numpy==1.19.1
scipy==1.5.2
numba == 0.51.2

Supplementary Materials

Definition of Seldonian Framework

Preventing undesirable behavior of intelligent machines
High Confidence Policy Improvement


Definition of different Importance Sampling estimators

High Confidence Off-Policy Evaluation


Definition of the new concentration bound

A New Confidence Interval for the Mean of a Bounded Random Variable

License

For personal and professional use. You cannot resell or redistribute these repositories in their original state.

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