Hello and welcome to my website! In case you made it here without knowing, I am Guilherme, a machine learning scientist at Bumble, and this website is my attempt at both a “wikipedia” for papers and a machine learning blog.
As of August 2025, I am still working on building this website and porting over my existing notes. You may find the below links helpful in the meantime:
- If you want to know more about me, see the About page
- If you want to reach out to me, then see my LinkedIn
- If you want to see the code for this website, then see my Github (and check out quartz!)
- If you want to see my work in progress collection of ML papers and notes, then see the papers section. Alternatively, use the search function or the table with the most recent articles below.
- If for some reason you made it here and are interested in photography instead of machine learning, then see my portfolio
| File | Created | Year |
|---|---|---|
| PinRec - Outcome-Conditioned, Multi-Token Generative Retrieval for Industry-Scale Recommendation Systems | August 30, 2025 | 2025 |
| Monolith - Real Time Recommendation System With Collisionless Embedding Table | May 15, 2025 | 2022 |
| DeepSeek-R1 - Incentivizing Reasoning Capability in LLMs via Reinforcement Learning | March 09, 2025 | 2025 |
| Layer Normalization | January 27, 2024 | 2016 |