Services & Expertise

Specialized research and consulting in statistical machine learning, survival analysis, and AI.

Survival Analysis

Kaplan-Meier, Cox regression, and custom survival models for research and industry.

Statistical Machine Learning

Decision forests, ensemble methods, and imbalanced data solutions.

AI & Deep Learning

LLM research, neural networks, NLP, and model optimization.

Open Source Development

Python package development and production-ready ML libraries.

Academic Consultation

Research collaboration, paper review, and statistical guidance.

Current Research Focus

Published Work

  • • Shape Penalized Decision Forests (IEEE)
  • • Surface-to-Volume Regularization
  • • Imbalanced Dataset Classification

Under Review

  • • MART: Moving Average Randomized Tree
  • • Concordance-based Survival Cobra
  • • Integrated Brier Score Methods

Open Source Contributions

imbalanced-spdf

Shape Penalized Decision Forests for imbalanced datasets

View on PyPI

cobsurv

Combined regression strategy for survival analysis

View on PyPI

fastkme

Faster Kaplan-Meier Estimator implementation

View on GitHub

Interested in Collaboration?

Let's discuss how my expertise can help with your research or business needs.