I’m an instructor with a Ph.D. in Mathematics, working at the intersection of optimization, machine learning, and real-world modeling. My work focuses on designing intelligent algorithms—deep learning models, probabilistic estimators, and evolutionary optimizers—to solve high-impact problems across biology, engineering, and computational science.
I bridge theory and application by building systems that are not only accurate but also scalable, explainable, and adaptable across various domains.
Technical Skills
Evolutionary Optimization (Differential Evolution, Hybrid Metaheuristics)
Deep Learning (image segmentation, time-series prediction, CNNs)
Bayesian Modeling & Inference
Statistical Data Modeling
Python, MATLAB, R, TensorFlow, PyTorch
Applied Domains
Medical Image Analysis (cell tracking, tissue segmentation)
Molecular Interaction Modeling
Infrastructure Optimization (water, energy, finance systems)
Probabilistic modeling for noisy biological data
Interdisciplinary Collaboration: bio, CS, math, engineering
Work Experience
Instructor(Faculty) – UT Southwestern (2025–Present)
Leading AI-driven biomedical imaging projects focused on glioblastoma phenotyping using computer vision and multi-omics integration.
Supervising students and contributing to teaching and interdisciplinary curriculum development.
Developing scalable pipelines for real-time image segmentation and phenotype tracking using deep learning (CNNs, Bayesian models).
Postdoctoral Researcher – UT Southwestern (2021–2025)
Built deep learning pipelines for medical image segmentation
Developed Bayesian models to quantify interaction kinetics
Created real-time cell growth tracking tools
Ph.D. in Mathematics – IIT Roorkee (2016–2021)
Designed adaptive Differential Evolution algorithms
Applied to large-scale optimization in water, oil, and financial systems
Published in top journals on optimization & modeling
Lecturer & Mentor
Taught undergrad and postgrad mathematics courses
Mentored student researchers on computational projects
What I’m Looking For
I’m looking to contribute to high-impact projects in both academia and industry. Whether it’s algorithm development, data-driven modeling, or applied AI in healthcare, I bring strong fundamentals and a sharp eye for real-world implementation.
Curious about my research? [Read More → Page 3]