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Aaron Thomas Mathew
founderFounder and AI Engineer @ Lectify.in | Into LLM and Agentic AI Engineering | Final Year student @ PESU
Public projects
neural-noteworks
My AI notes — mostly around Graph Deep Learning and NLP. You’ll find Python notebooks here that you’re free to explore and use. Thanks for stopping by :)
Jupyter Notebook
re-search-it
An Autonomous arXiv Paper Digest and QA Agent
Python
hierarchical-instrument-classification
ML Course Project: Hierarchical graph-based approach to musical instrument recognition using unsupervised clustering and multi-level classification on IRMAS dataset.
Jupyter Notebook
tiny-gpt-from-scratch
Build a small character-level GPT end-to-end in pure NumPy, starting from tokenization and array basics and ending with multi-head self-attention, Adam, and sampling. Each step grows the same codebase from a bigram baseline into a fully working Transformer language model.
Python
build-your-own-teenygrad-a-tiny-tensor-autograd-engine
Construct a minimal deep learning framework from scratch, layering a lazy numpy-backed buffer, a reverse-mode automatic differentiation engine, a tensor API, and neural network primitives. By the end you train a small MLP on a toy digit dataset, mirroring how real autograd libraries like tinygrad work under the hood.
Python
Likely stack
OpenAI
