Projects

Privacy-Preserving Medical Image Segmentation

Master thesis: trained UNet-family and RETFound models under differential privacy and benchmarked mechanisms that recover the accuracy lost to privacy noise.

Distributed Cloud Infrastructure: Kubernetes Scheduling and Performance Analysis

Implemented custom Kubernetes scheduling policies and measured workload interference across co-located latency-critical and batch jobs.

Architect3D: Improving the Mask Quality for Open-Vocabulary Pipelines

Adapted state-of-the-art 3D instance segmentation to architectural scenes, scaling the class vocabulary 13.8x on ScanNet++.

Privacy-Preserving Machine Learning with Medical Images

Compared Opacus and fast differential privacy for training on medical images, measuring the speed, memory, and privacy trade-offs.

Distributed Systems

Implementation of examples across communication, databases, high performance computing and privacy.

Multimedia Information Retrieval Techniques

Transformed data into insights with classifier evaluation, Lucene indexing, NLP, embeddings, RAG, and decision tree visualizations.

Comparitive Study of Gradinet Clipping Techniques

Compared gradient clipping techniques in DP-SGD and measured their impact on model accuracy.

Pattern Recognition Algorithms

Implemented algorithms with perceptron, classification, regression, boundary detection, image restoration, and deep neural network feature design.

Loan Approval Prediction

Prediction of loan approval based on applicant details using logistic regression model.

pip purge

A python package which uninstalls everything in your virtualenv enviornment

Ali Scraper

A free, open url scraper for Ali Express integrated with Google Spreadsheet helping drop-shipping business.

background

A Python package which makes very simple to run things in the background of a python application, be it a CLI app, or a web app

pip plant

pip plant is similar to what is npm install in javascript

Perceptron Coding Challenge

A simple perceptron implementation.

Bookmark Server

An URL-shortening service, similar to TinyURL.com or goo.gl, but with no persistent storage.

Tic Tac Toe

A simple game of Tic Tac Toe, built using python.

Celebrity Match

Shows top 5 traits shared between the two Twitter(X) accounts. For example: you and a celebrity of your choice.