Sanath N U bio photo

Two roads diverged in woods, I took the one less traveled by.

Email

LinkedIn

Github

Projects

A collection of things I’m building or have built. I use these projects to learn, experiment, and solve problems I find interesting.

Current Work

Exploring Cryptography

  • I’m planning on exploring and writing about CRYSTALS Kyber and CRYSTALS Dilithium, both Post Quantum Cryptographic Protocols based on Lattice Cryptography.

Archived Projects

A list of projects I’ve worked on in the past.

  • Customer Personality Analysis Project - Analyzed customer data from Kaggle using clustering techniques (K-Means, Agglomerative Clustering, DBSCAN) to segment personalities into Browsers, Aristocrats, and Need-Based customers, providing insights to optimize marketing strategies.
    • Technologies: Numpy, Pandas, SMOTE Scikit-learn, Scipy
  • Kannada MNIST Autoencoder Project - Trained an Autoencoder on the Kannada handwriting dataset, testing different layer configurations to see what worked best for capturing the nuances in the data. (Notebook link)
    • Technologies: Tensorflow, PyTorch