A Real Search Engine: Information Retrieval Fundamentals from Scratch
From linear search to RAG: build intuition behind indexing, ranking, relevance, and semantic search. With Python examples and a didactic mini search engine from scratch.
Senior Machine Learning Engineer with 10+ years of experience in Deep Learning, Recommender Systems, NLP, and Computer Vision. Currently providing ML & GenAI consulting for S&P 600 companies at Factored.
10+
Years of experience
500+
Students mentored
Top 4%
Stack Overflow (Python)
Silver
Kaggle medal
From linear search to RAG: build intuition behind indexing, ranking, relevance, and semantic search. With Python examples and a didactic mini search engine from scratch.
Turn a Raspberry Pi 5 into a personal AI dev server — Docker, Tailscale, persistent services, and a running demo app. Practical guide starting from your first SSH session.
A practical, complete guide to uv — the modern replacement for pip, venv, pyenv, and pip-tools. From zero to production, with the shortcuts you will use every day.
This site — a bilingual (EN/PT) personal blog and portfolio built with Astro 5, Tailwind CSS v4, and Tokyo Night theme.
Python package for sorting Google Scholar search results by citation count — over 800 stars on GitHub.
Deep Learning feature extractor for images using Transfer Learning models (ResNet, VGG, EfficientNet, and more).