Hafiz Imtiaz: Software

We have developed a software package for Python 3 (and up), which features some commonly used differentially-private machine learning and statistical functions. The package is still in alpha stage. We plan to extend it gradually. You can find the package here.

Some additional MATLAB/Python codes for my proposed methods of non-negative matrix factorization, differentially-private orthogonal tensor decomposition, differentially-private distributed PCA and differentially-private canonical correlation analysis are uploaded in GitLab/GitHub.

Distributed Differentially-private PCA
Non-negative Matrix Factorization with Outliers
Differentially-private Orthogonal Tensor Decomposition
Differentially-private Canonical Correlation Analysis