ML/AI Serving & Deployment
ML model deployment with Modal
Serving and deploying a sticker sales forecasting machine learning model using Modal.
ModalSales ForecastingDeploymentFastAI
I build production-ready ML systems, end to end.
Machine learning engineer and software developer with 7+ years across the ML lifecycle. Data analysis, modeling, deployment, and monitoring, wired into real software.
PyTorch · FastAI · BentoML · Modal · React — available for freelance & contract work
Available for work
Machine Learning
EDA, feature engineering, model building
ML Deployment
Serving, testing, monitoring, integration
Software Development
Python, PyTorch, fastai, sklearn
Web Development
React, Next.js, 9+ years shipping
Selected work
A selection of recent work across machine learning, data science, and web development.
ML/AI Serving & Deployment
ML model deployment with BentoML
Serving and deploying a binary classification machine learning model using BentoML.
BentoMLMachine LearningDeploymentFastAI
AI in Healthcare
Building an AI medical assistant
An AI system for assisted differential diagnosis based on the Uganda Clinical Guidelines.
AI in HealthcareMachine LearningMedical-LLM
Machine Learning
Stable Diffusion from the Foundations
Comprehensive walkthrough of Stable Diffusion, starting from the theoretical foundations and building up to a complete implementation.
Stable DiffusionGenerative AIAI Art
Machine Learning
Machine Learning
Machine Learning
Binary Prediction of Poisonous Mushrooms
A classification model to predict whether a mushroom is edible or poisonous from its physical characteristics.
Binary ClassificationFastAIGradient BoostingBiology
Machine Learning
Binary Classification of Insurance Cross Selling
A classification model to predict which customers respond positively to an automobile insurance offer.
Binary ClassificationInsuranceNeural NetworksFastAI
Computer Vision
Artificial Intelligence
Flexible Functions
An AI lab building practical AI use cases in the most cost-effective way possible.
AIMachine LearningDataset
Web Development
Zigoti Coffee Website
A Ugandan coffee house covering the whole value chain — growing, buying, processing, roasting, and export of coffee beans.
ReactE-commerceCoffeeUganda
Web Development
About me
I possess over 7+ years of hands-on machine learning experience, building ML systems from the ground up. I can implement diverse architectures from scratch — from gradient boosting and basic neural networks to the large-scale networks behind today’s generative AI, including image generation and large language models.
I’m proficient with Python, PyTorch, fastai, and sklearn, and have 9+ years building software applications with HTML, CSS, JavaScript, React, Next.js, and other modern web technologies.
7+ yrs
Machine learning
9+ yrs
Software development
Kaggle
Competitions expert
HF
Models on HuggingFace
My background
A strong foundation in software engineering, working across every stage of the machine learning lifecycle:
- Exploratory Data Analysis and Data Wrangling
- Feature Engineering
- Model Building and Evaluation
- Deployment, Testing, and Monitoring