Projects

A few things I’ve built outside of work — mostly to learn end-to-end ML engineering and to scratch my own itches during the job search. More on GitHub.

• The Offer Lab

  Live & shipping

  A lightweight hub for interview prep + application tracking, built during my own job search.

  I vibe-coded The Offer Lab when I noticed how fast the open hours of a career transition can disappear. It turns the day into doable chunks: suggested study sessions based on what you've practiced least, a tag-based progress tracker, an SQL practice module with AI feedback, and a clean place to log applications without the spreadsheet chaos. Shipping new features in the open based on real feedback from job seekers.

  • Next.js 16
  • TypeScript
  • Tailwind CSS
  • Prisma
  • PostgreSQL
  • NextAuth
  • Recharts

  Live app · GitHub · Launch post

• Lending Club Loan Grade Prediction

  Deployed

  ML Zoomcamp capstone — model + production deployment, end to end.

  A multi-class classifier that predicts a loan's risk grade (A–G) from borrower attributes available at origination — the same kind of risk-tiering decision used in consumer credit underwriting. I trained Random Forest, XGBoost, and a PyTorch MLP on ~500K records, then wrapped the best model in a FastAPI service, containerized it with Docker, and deployed the image to Railway. Best model hit 0.95 weighted F1 on a 100K-row test set. The training was the easy part — the deployment is where I actually learned things.

  • Python
  • scikit-learn
  • XGBoost
  • PyTorch
  • FastAPI
  • Docker
  • Railway

  GitHub · Writeup

• ML Zoomcamp coursework

  Completed

  Homework + projects from DataTalks.Club's free 4-month ML engineering bootcamp.

  Notebooks and code from the foundations track (linear/logistic regression, trees, ensembles, neural nets) and the deployment track (FastAPI, Docker, AWS Lambda, Kubernetes). A good record of the bootcamp end-to-end if you're considering it yourself.

  • Python
  • scikit-learn
  • XGBoost
  • TensorFlow
  • PyTorch
  • FastAPI

  GitHub

• Family Expense Tracker

  Hobby

  A tiny web app to link credit-card accounts and keep an eye on household spending.

  A weekend project for our own family budget — a small web app where you connect your card accounts and see expenses grouped by category over time. Mostly an excuse to learn a bit more frontend by scratching a real itch.

  • TypeScript
  • Next.js

  GitHub