arham@kernel: Machine Learning Engineer_
BUILDING
INTELLIGENT
SYSTEMS.
Engineering the bridge between research and production. Specializing in deep learning architectures, NLP, and scalable ML infrastructure.
The Engineer behind
the algorithms.
I am Arham Rafique, a Machine Learning Engineer driven by first-principles thinking. With a Computer Science degree and years of hands-on experience, I don't just import libraries—I dissect them to build robust, production-grade AI solutions.
My work spans the full ML lifecycle: from raw data pipelines to training complex Deep Learning models and deploying them via scalable APIs. I've maintained a 100% success rate delivering bespoke AI solutions to diverse clients, treating every line of code as a commitment to precision.
Selected Work
DIRECTORY: /PROJECTS
LLM from Scratch
A pedagogical implementation of a GPT-style Large Language Model. Constructed purely in PyTorch, this project dissects the Transformer architecture—building tokenizers, causal attention mechanisms, and decoding strategies from the ground up.
RecipeVision
Multimodal AI system transforming culinary imagery into structured recipes. Leveraging BLIP/CLIP for visual understanding and FAISS for vector similarity search across a 35k+ dataset. Wrapped in a modern Next.js interface.
Vehicle Data Pipeline
Production-grade MLOps architecture. Automated ingestion from MongoDB, validation with Great Expectations, training on AWS EC2, and artifact versioning via S3. Fully Dockerized with CI/CD workflows via GitHub Actions.
ML Algorithms from Scratch
Deep dive into the mathematics of machine learning. Python implementations of Regression, SVMs, KNN, and Decision Trees using only NumPy linear algebra operations, avoiding high-level abstractions to master the core logic.
Skill Matrix
Loaded modules and frameworks
Credentials
VERIFIED CERTIFICATES
What is Data Science?
IBM // COURSERA
Machine Learning Specialization
DeepLearning.AI
Building Products with AI
DataCrumbs
Let's Connect
Ready to build scalable, intelligent systems? I am open to collaboration on end-to-end AI projects.