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TODO.md

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TODOS :

IN PROGRESS :

  • Add gradient clipping
  • Add default arguments to python bindings
  • Interactive Python example
  • Python tests
  • Optimize Catch2's build

DONE :

  • Implement dropout
  • Add verbose argument for progess bar
  • CI versioning
  • Docker image for quick start
  • Setup clang-format
  • Implement early stopping
  • Update README to include more information about the project
  • Add CI / CD
  • Document the example in python
  • Re-implement the whole mini-batch algorithm
  • Comment the code further
  • Find out if adam optimization is working
  • Add type for data handling
  • Adams optimizer
  • Read : https://arxiv.org/pdf/1812.03372.pdf
  • Fix the he weight initialisation
  • added License
  • Replace Quadratic loss der in lossDer function with dynamic function based on loss used
  • Change the enums names to all capital (ex: ACTIVATION, LOSS, WEIGHT_INIT)
  • Test with the MNIST database
  • Test the backpropagation
  • Implement the sigmoid class
  • Write some unit tests with the Catch2 library
  • Transform labels into correct format for evaluation
  • Connect with python using pybind

ARCHIVED :

  • Work on optimizing the way files are including one another
  • Add cmake option to install submodules automatically during build time
  • Replace pragma once with header guards
    • Reason : Dig deeper into it, at first thought it might not be worth switching to header guards. Pragma once is supported by most compilers and it avoids name clashes in namespace.