Professional Experience

Vairified Corp

January 2024 -- Present

Data Scientist

Naples, Florida
  • Built VAIR rating system for competitive player assessment.
  • Created REST APIs and dashboards for real-time analysis.

Pickleball Players Network

October 2023 -- December 2024

Data Scientist

Los Angeles, California
  • Created matchmaking algorithms and skill assessment models.
  • Built prototype system using Python and PostgreSQL.

Open Source Development

2016 -- Present
  • Built IRC servers and web apps on shared hosting platforms.
  • Created CI/CD pipelines and infrastructure solutions.

Technical Projects

BELKA Molecular Interaction Challenge

2024
  • Won Kaggle silver medal in BELKA protein-molecule interaction challenge.
  • Implemented domain adversarial training with gradient reversal.
  • Designed a custom molecular data processing architecture.

SAT/SMT Solver

2024
  • Built CDCL-based reinforcement learning system for SAT/SMT problems.
  • Custom rewards created for efficient solution space exploration.

Prompt Ensemble Framework

2024
  • Built an entropy-based framework for token evidence aggregation.
  • Created logarithmic pooling for confidence scoring.

Publications

OpenSkill: Multi-team Rating System

2024

Journal of Open Source Software (DOI: 10.21105/joss.05901)

The Hitchhiker's Guide to Python

2017

Contributed to Common Gotchas chapter (docs.python-guide.org)

Skills

Technologies:

PyTorch, TensorFlow, Pandas/Polars, BioPython, Ray/RLLIB, FastAPI

DevOps & Data:

Git, Docker, AWS, GCP, PostgreSQL, MongoDB, TypeDB, RDF/SPARQL

Core:

Deep Learning, Reinforcement Learning, Bioinformatics, Mathematical Logic

Education

Mahatma Gandhi University

2024

Bachelor of Science in Bioinformatics

Aluva, India
References available on request