Featured Projects
Hybrid Energy Storage System (HESS) for Electric Go-Kart
Designed and implemented a Hybrid Energy Storage System combining batteries and supercapacitors for an electric go-kart, optimizing energy efficiency and performance.
Optimizing Energy Distribution in Hybrid Power Systems
Analyzed and optimized hybrid power systems combining photovoltaic (PV), battery, and diesel generator configurations for improved efficiency and cost reduction.
Motor Driver and Power System for Maze Navigation Robot
Independently designed a low-power H-bridge motor driver from first principles using MOSFET technology for a maze-navigating robot.
Robot Car for University of Pretoria Annual Robot Car Race
Developed a competitive robot car with custom firmware written in PIC 18 Assembly for the prestigious annual race competition.
Data Analysis on 911 Emergency Calls
Conducted a comprehensive data analysis project on 911 emergency call data to uncover trends, patterns, and insights. The project involved data cleaning, visualization, and statistical analysis.
Financial Data Analysis
Conducted a comprehensive financial data analysis project to uncover trends, patterns, and insights. The project involved data cleaning, visualization, and statistical analysis.
Machine Learning Capstone Projects
Explored advanced machine learning techniques and implemented diverse projects to solve real-world problems. The projects demonstrate expertise in regression, classification, clustering, and natural language processing.
Personal Projects
Battery RUL Prediction
Developed regression models and engineered features for battery Remaining Useful Life (RUL) prediction. Gained deep insight into data leakage and model generalization.
Digit Recognizer
Built and deployed a convolutional neural network (CNN) for handwritten digit recognition. Focused on practical computer vision and web hosting.
Competitions & Kaggle
Zindi CV Competition
Participated in an image classification challenge, gaining first exposure to computer vision problems and dataset handling.
Zindi Logistic Regression Challenge
Worked on tabular data classification using logistic regression, focusing on baseline model development and evaluation.
Kaggle Battery Datasets Exploration
Benchmarked and explored NASA and HNEI battery datasets, building reproducible ML pipelines and establishing baselines.