DEUS .

Building Intelligent Systems with Data.

I am an open-source developer and self-taught data scientist building machine learning solutions.

See on GithubRead the blog→
or read a 2 minute introduction about me

Major project

PlantVision

Top tech stack

KNOW ABOUT ME • KNOW ABOUT ME • KNOW ABOUT ME • KNOW ABOUT ME • KNOW ABOUT ME • KNOW ABOUT ME • KNOW ABOUT ME • KNOW ABOUT ME • KNOW ABOUT ME • KNOW ABOUT ME •

Hello, I'm Muhumuza Deus

A passionate statistics student at Kyambogo University and a self-taught machine learning practitioner. My journey in the world of data science, machine learning and deep learning has been driven by curiosity. I'm always on the move to learn new things.

My Background

I taught myself everything I know about machine learning and deep learning, and my knowledge has been strengthened through utilising online tutorials, Kaggle competitions and personal projects. My desire to take the path least travelled has been my driving force.

Skills & Expertise

Data Visualization
Statistical Analysis
Python
Machine Learning
MLOps
SQL & PostgreSQL

Resume

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Curriculum Vitae (CV)

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Things I Have Done Regarding Data science and ML/DL

Explore my activities in the datascience space.

Kaggle Competitions

Deep dives into structured datasets, performing data cleaning, EDA, and feature engineering to achieve high leaderboard rankings.

Computer Vision

Developing and training deep learning models for tasks like image classification and object detection, such as the Plant-Disease-Detection project.

BLOG POSTS AND ARTICLES • BLOG POSTS AND ARTICLES • BLOG POSTS AND ARTICLES • BLOG POSTS AND ARTICLES • BLOG POSTS AND ARTICLES • BLOG POSTS AND ARTICLES • BLOG POSTS AND ARTICLES • BLOG POSTS AND ARTICLES • BLOG POSTS AND ARTICLES • BLOG POSTS AND ARTICLES •

Blog Posts

Writing about ML/DL, AI, my learning journey and anything that interests me.

The Ultimate Guide to Quantization with PyTorch and ONNX

The Ultimate Guide to Quantization with PyTorch and ONNX

Learn why, what, and how to shrink your deep learning models. A complete tutorial with code examples, advanced concepts, and a real-world case study on the PlantVision project.

August 6, 2025•Muhumuza Deus.M.

Explore More Articles

Visit the main blog page to see the full collection of posts.

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CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES • CAREER AND LEARNING MILESTONES •

Jan 2024

First Kaggle Competition

Successfully participated in my first kaggle competition, and made a successful submission.

Achievement

October 2024

Published My Website

I made my website go live, after months of coding and designing it.

Project

October 2024

Ranked Top 11% In A Kaggle Competition

I participated in a kaggle competition where I ranked top 11% on the leaderboard in the whole world.

Achievement

December 2024

Published My First YouTube Video

Created a machine learning youtube channel and published my first YouTube which was about gradients.

Project

18th June 2025

Became A Notebooks Expert On Kaggle

I earned my notebooks expert tier with a site-wide rank of 2,107 of 56,775

Achievement