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deepakdeo/README.md

Hi 👋, I'm Deepak Deo

Astrophysicist turned Data Scientist

Physics PhD with 10+ years building data pipelines and ML models. Currently seeking Data Scientist roles.

🚀 What I do

  • Build end-to-end ML pipelines: ETL → feature engineering → modeling → evaluation → dashboards
  • Ship production-ready code: CI/CD, testing, documentation, containerization
  • Communicate insights to technical and non-technical stakeholders

🔭 Currently working on

  • Soccer Physics Engine: A decision-support tool for soccer coaches and analysts. Takes player tracking data (22 players, 25fps) and produces tactical analysis, physical load monitoring, and movement intelligence.

    Live Dashboard · 42 analytical features · 108 tests · Deployed on AWS ECS Fargate

    Built with: Python, NumPy, SciPy, scikit-learn, PyTorch, FastAPI, Docker, AWS, React, D3.js

  • AiiDA-OLCAO: Python plugin automating HPC workflows with RabbitMQ, PostgreSQL, and SLURM integration

🌟 Featured projects

Project Description
Soccer Physics Engine Tactical intelligence + load monitoring + player movement analytics from tracking data
CTE — Character Traits Evaluator End-to-end ML pipeline: 72 days behavioral data → NLP/sentiment analysis → LLM-based trait profiles
Python LLM Playbook Unified interface for OpenAI/Anthropic/Gemini/Groq/Ollama with consistent patterns and tests
NASA ADS Metadata Retriever Automated pipeline to extract research paper metadata via REST API
Galactic Neighbors Finder KD-tree based neighbor search for galaxy catalogs

📄 Recent publications

  • Deo, D. K. "Are Recently Quenched Ellipticals Truly Isolated Centrals?" arXiv:2601.09846, 2026 (single-author)
  • Deo, D. K., et al. "Investigating Quenching in RQE Galaxies with HI Studies" arXiv:2601.08027, 2026

🌱 Currently learning

LangChain, LlamaIndex, RAG pipelines, AI Agents, MCP

📖 Currently reading

  • The StatQuest Illustrated Guide to Neural Networks and AI — Josh Starmer
  • Think Like a Data Scientist — Brian Godsey

🛠 Tech stack

Python TypeScript React FastAPI PyTorch AWS Docker D3.js NumPy SciPy scikit-learn pandas PostgreSQL Tailwind Git Linux Pytest LangChain

📧 Connect with me

LinkedIn Google Scholar Portfolio

deepakdeo

Pinned Loading

  1. soccer-physics-engine soccer-physics-engine Public

    Decision-support tool for soccer coaches and analysts -- tactical analysis, physical load monitoring, and player movement intelligence from tracking data

    Python

  2. critical-materials-kb critical-materials-kb Public

    A hybrid RAG and GraphRAG-powered knowledge base for querying U.S. critical materials supply chain data.

    Python

  3. co-study-scheduler co-study-scheduler Public

    Real-time co-study session scheduler with automatic timezone conversion. Create a room, share the link, let your group book slots; no login required.

    JavaScript

  4. AiiDA-OLCAO AiiDA-OLCAO Public

    Python

  5. NASA-ADS-metadata-retriever NASA-ADS-metadata-retriever Public

    Retrieves metadata (such as title, url, citation count, pub year, abstract, journal name, bibtex info) of research papers from NASA/ADS webpage (https://ui.adsabs.harvard.edu/) based on matching ke…

    Python 1

  6. cte-project cte-project Public

    Jupyter Notebook