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Legend11235/README.md

👋 Hi, I'm Sohum Guha

Football Fan ⚽️

I build things across algorithms, data systems, and machine learning.

  • FPL Optimizer: full-stack ML web app predicting player FPL points and the most optimal Fantasy Premier League squads.
  • Transformer from Scratch: PyTorch implementation exploring attention and training loops.
  • Equity Portfolio Optimizer: Trains signals from market data and 10-K text, then optimizes long/short weights with risk caps, turnover limits, and performance tracking.
  • Neuroscience data pipeline: automated extraction and visualization for behavioral + eye-tracking data.

Tools

Python, PyTorch, scikit-learn, XGBoost, Flask, React, Tailwind, PostgreSQL, MATLAB, Bash

What I’m focused on

  • Currently building a compiler from scratch.
  • Refactoring the FPL model into a clean scikit-learn/XGBoost pipeline.
  • Comparing sequence models to boosted trees on time-series player data.

Selected projects

Contact

Tech Stack

Languages
Python Java C C++ JavaScript TypeScript Bash MATLAB

ML / Data Science
PyTorch TensorFlow scikit-learn XGBoost NumPy pandas Matplotlib

Web
React Flask Tailwind CSS

Data & Storage
PostgreSQL DuckDB SQLite

Tools
Git GitHub Actions Conda Jupyter VS Code

Pinned Loading

  1. fpl_optimizer fpl_optimizer Public

    Predicting the most optimal Fantasy Premier League team every game week

    Jupyter Notebook

  2. equity-portfolio-optimizer equity-portfolio-optimizer Public

    Machine learning for equity portfolio construction. Trains signals from market data and 10-K text, then optimizes weights under practical constraints.

    Jupyter Notebook

  3. Covid-19-Tracker Covid-19-Tracker Public

    A Covid-19 Tracker that displays in-depth COVID-19 stats for any country or Canadian province. Other features include a Travel Advisory and also a Self Screening feature which uses an algorithm to …

    Java

  4. MediQueue MediQueue Public

    Forked from karangandhi272/MediQueue

    Webapp to help patients stay calm and engaged while waiting in the Emergency Room

    TypeScript

  5. FlowState FlowState Public

    Pomodoro timer that actually holds you accountable

    JavaScript 1

  6. risk-rag-copilot risk-rag-copilot Public

    Upload a risk policy PDF and ask plain-English questions; it finds the right passages and answers with citations or safely says “Insufficient context.” Built with FastAPI + Tailwind and an in-memor…

    Python