Projects
Bayesian equation selection with spike and slab priors
A Bayesian framework for discovering this system of differential equations under assumptions that align with real-life scenarios.
Replicated Batch Means for Parallel MCMC
Replicated batch means estimator for covariance estimation from multiple Markov chains.
Fully Homomorphic Encryptio Library
Implemented a C++ FHE library based on GSW encryption system using libtorch with CUDA to enable parallel computation with Automatic Differentiation.
Interval Regression using Bayesian Inference
Developed Bayesian models in multiple paradigms for interval regression.
Bayesian Inference on 3 parameter Weibull Distribution
Developed algorithm for parameter estimation of 3-Weibull distribution using bayesian inference.
Multi-Agent Reinforcement Learning
Multi-agent self-play in atari games in collaborative and competetive settings.
Data Science Hackathon, Inter IIT Tech Meeth 2018
Data science hackathon on analysing globular star clusters.
Eye in the Sky
Designed and implemented a U-Net architecture for image segmentation of high quality satellite images by using context-based representations.
Autoencoder Recommendation Engine
Developed online collaborative filtering based deep learning algorithm recommender based on AutoEncoder using tensorflow.
Machine Learning for Large Scale Logistics Platform
Developed collaborative filtering based online recommendation engine and a toxic comment classifier for a logistics platform.