This project classifies coral reef species using CNN with TensorFlow and real-world marine image datasets.

Developed a traffic control system with Python + OpenCV that adjusts signals based on real-time vehicle density detection using contour and pixel analysis.

Python makes backend development smooth — I use FastAPI for building scalable APIs with auto docs and async support, plus great ORM tools.

I created a custom roadmap covering frontend (HTML, CSS, JS), React, Node.js, Express, MongoDB, and deployment tools like Netlify & Vercel.