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Python Machine Learning Research Framework (PyMLRF)

PyMLRF is a general framework to aid with research projects developing and applying machine learning algorithms. The package will implement:

  • Classes for handling file systems
  • Training and validation loops for Pytorch as well as for more specific frameworks including d3rlpy
  • Integration with weights and biases

## Motivation

  • When experimenting with ML models there are often a number of artifacts that get reused between models;
  • It useful to have configs of these in memory and it is difficult to manage the locations of all such artifacts
  • Two base classes have been defined FileHandler and DirectoryHandler which tie an object in memory to a disk location

Model Tracking

  • Model tracking is performed using the Tracker and Experiment class.
  • The Tracker is an

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