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This is where I play and learn about machine learning applications.

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ml_projects

This is where I keep and share some of my ml projects. I'm currently doing research on generative models: Generative adversarial networks (GANs) and Latent dirichlet allocation (LDA) that can be incorporated in a Probabilistic graphical model (PGM) framework with application to a specific field of interest. I will be sharing these initiatives as my research progress.

Dependencies

Most of my projects work with Python 3 or higher (generally I try to keep up with the latest versions). Requirements are the same as for the following main packages:

  • sklearn
  • theano
  • tensorflow
  • pgmpy

Download

I provide links to where the data can be downloaded to run/test the models on the same data. I try to avoid sharing data in the repository.

Usage

For most of my project, the code can be executed by running the main .py files (from within each project folder) from the command-line or from within Sublime Text. For the imports pointing to modules used in ml_projects to work, a Python path to the src directory should be added follows:

PYTHONPATH=~/your_path_here/ml_projects/src