Muhumuza Deus.M.
AI Systems Researcher & Statistician
I am a researcher and systems engineer. My technical focus is on bypassing high-level abstractions to understand the physics of computation.
Present
Research Intern
Infectious Diseases Institute (IDI) Mulago
Applying rigorous statistical modeling to complex epidemiological datasets and translating statistical algorithms into performant C++, JAX, and CUDA.
2026
BSc in Statistics
Kyambogo University
Focused on the intersection of mathematical statistics and its applications to data science
2024
Machine Learning Engineer (Freelance)
Various Clients
Developed custom ML solutions including computer vision pipelines and predictive modeling systems.
2022
Uganda Advanced Certificate of Education
High School
Specialized in Physics, FIne Art, and Mathematics (PAM).
Tools & Technologies
Activity
Github contributions
Spotify Playlists
Projects
Blog
The Anatomy of a Professional Machine Learning Project
A Guide to Structure and Sanity
Every machine learning practitioner starts the same way, a single Python script or a Jupyter Notebook. It works! You can load data, train a model, and see the results. But the moment you try to add a feature, or try to deploy your model, the house of cards collapses. You're hit with a ton of errors, ModuleNotFoundError, FileNotFoundError, or even RunTimeErrors.