Projects
Coordinate descent for LAD Estimation
Engineered a coordinate descent algorithm to obtain LAD estimates for linear regression setups.
LAD Estimation for Sinusoidal Models
Implemented robust least absolute deviations estimation algorithms for sinusoidal models.
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