/hindsight-experience-replay

Hindsight Experience Replay - Bit flipping experiment in Tensorflow

Primary LanguagePythonMIT LicenseMIT

hindsight-experience-replay

Hindsight Experience Replay - Bit flipping experiment in Tensorflow. Check this blog post of mine explaining HER!

This implementation includes:

  • Double DQN with 1 hidden layer of size 256.
  • Hindsight experience replay memory with "K-future" strategy.
  • A very simple bit-flipping evironment as mentioned in the original paper.

To run

To run this code, adjust the hyperparameters from HER.py and type

$ python HER.py

from bash.

TODO's

  • Plot training curve with respect to rewards.
  • Train on bit length higher than 30