Portfolio & Résumé — Final Year CSE · Machine Learning · Full-Stack

Always experimenting.
Always building.

I'm Muhammed Shamil — a final-year computer science student who turns curiosity into working software: RAG systems, machine learning projects, payment platforms and an LLM inference engine. Right now I'm recreating ChatGPT from scratch.

See the work ↓ Get in touch

Work – Highlights

View all on GitHub →
01

Autopulse

Conversational copilot for automotive diagnostics — a RAG chatbot that answers questions about OBD2 and vehicle data. KPIT competition submission.

  • Python
  • FastAPI
  • LangChain
  • ChromaDB
  • Flutter
View Project →
02

payn

Centralised payment system for friend groups — tracks who owes whom and settles debts with the minimum number of transactions. Backend plus Flutter & web front-ends.

  • Node.js
  • MySQL
  • AWS
  • Next.js
  • Flutter
View Project →
03

SymRegressor

Symbolic regression research — developing a model that discovers interpretable mathematical expressions from data instead of black-box fits.

  • Python
  • Jupyter
  • ML Research
View Project →
04

inferencengine

An LLM inference engine built from the ground up — built to understand transformers from the inside out rather than just call them.

  • Python
  • Transformers
View Project →
05

smolblog

A simple, humble blog interface that lives inside your Windows terminal. No browser, no fuss — just text and a blinking cursor.

  • Python
  • CLI
View Project →
06

useless

"Thy end is now!!" A gloriously useless full-stack idea with a Flutter front-end. Proof that not every project needs a point.

  • JavaScript
  • Dart
  • Flutter
View Project →

Currently Building

Recreating ChatGPT from scratch —
fully pretrained & finetune-ready for public use.

Follow the progress →

About

I'm Shamil, a final-year Computer Science & Engineering student from Thrissur, Kerala — the kind of person who reads a paper and then rebuilds it from scratch to make sure it's real.

My interests are deliberately wide: transformers and machine learning today, game development with Lua tomorrow, and a healthy amount of full-stack engineering in between. Ask me about software, AI — anything interesting. What I don't know, I learn.

B.Tech CSE · 2022 — 2026 · Thrissur, Kerala, India

What I Do

Machine Learning & Deep Learning

Designing and training models — from symbolic regression to transformer architectures.

LLMs & Transformers

Building, fine-tuning and running LLMs — including an inference engine from the ground up.

RAG Systems

Retrieval-augmented generation over domain data, with LangChain and vector stores.

Backend Engineering

APIs and services in Python (FastAPI) and JavaScript (Node.js).

Frontend & Apps

Interactive web apps with Next.js and cross-platform mobile with Flutter.

Data & Infrastructure

MySQL, vector stores and AWS-backed persistence, backups and deployment.

“The universe is asymmetrical and unbalanced.”

— A fun fact I keep coming back to

Let's build something
that doesn't blend in.

muhammedshamilz.mec@gmail.com GitHub — @silversocks LinkedIn — muhammed-shamil