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