Projects

Coordinate descent for LAD Estimation

Engineered a coordinate descent algorithm to obtain LAD estimates for linear regression setups.

Tempered Hamiltonian Monte Carlo

Proposed a tempered Hamiltonian Monte Carlo algorithm for efficient sampling in multimodal setups.

Knight and Bishop Algorithm

Implemtented automatic parameter tuning for the Magnetic Hamiltonian Monte Carlo Algorithm.

HMC and the No U-Turn Sampler

Implemted the No U-turn sampler for efficient exploration of the posterior distribution.

Xenium Annotation

Implemented a novel annotation strategy for the Xenium platform, enhancing data labeling efficiency.

Lung Cancer Survival Analysis

Implemented a survival analysis model to analyse gender-wise and age-wise survival outcomes in lung cancer patients.

LLM entropy using Gaussian Process LVMs

Implemted a novel gaussian process based kernel entropy comparision metric to evaluate LLM outputs.

SWAP Regression

To computationally implement the state-of-the-art regression method for samples with alternating predictors.

PHASR (ERA)

1st Indian team to qualify for the RoboCup MSL Challenge out of 10+ shortlisted international applicants