Subodh K. - Research Scientist

Berlin, Germany

Experience

Mar 2024 - Present

1 year 8 months

Berlin, Germany

Engineered custom GPU kernels for Flash Attention and Bayesian optimization, designing scalable pipelines for large-scale data processing.
Developed reproducible, maintainable computational tools optimized for high-performance scientific applications.

Jan 2023 - Sep 2024

1 year 9 months

Berlin, Germany

Collaborated on a pivotal project involving Quasi-Monte Carlo (QMC) methods for Bayesian optimization in PDEs, contributing to the implementation and focusing on uncertainty quantification.
Addressed Bayesian inverse problems governed by PDEs, conducting detailed analysis for double integration problems using a full tensor product and a sparse tensor product.
Improved computational efficiency by developing and optimizing QMC-based algorithms, resulting in significant enhancements in the robustness of uncertainty quantification processes.
Conducted extensive optimization and validation of algorithms, leading to more reliable and precise predictions in PDE models.

Jan 2005 - Dec 2017

13 years

Indore, India

Enhanced production efficiency by 15% and reduced raw material costs by 10% through advanced time series analysis and statistical methods.
Improved inventory management by 18% using various time series models for demand forecasting, accounting for trends and seasonality.