Civic Education Platform
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Co-developing a multilingual civic education platform to improve access to leadership accountability information in Kenya, with planned regional expansion. Serves as a structured public ledger of leadership decisions, attaching accountability to named individuals over time.
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ACKI Drive — Orphanage Support Platform
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A digital awareness and resource platform for orphanages across Kenya and East Africa, aimed at increasing visibility, funding, and adoption rates. Applies ML-driven engagement targeting to identify likely donors and volunteers, and explores recommendation systems for matching children with prospective foster families.
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Machine Learning & Data Mining
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Ongoing research investigating ML and data mining techniques to detect and prevent internal procurement fraud, with focus on East African public sector contexts. Built and evaluated a baseline detection model; found ensemble approaches in human-assisted settings yield more reliable results than individual techniques.
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Deep Learning Model
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Designed and implemented a deep learning model to identify emotional states within speech audio, proposed as a decision-support tool for emergency responders and therapists operating without direct contact. Trained on the RAVDESS labelled audio dataset.
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Resource Distribution via Machine Learning
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Developed an ML model to predict malaria hotspots across Sub-Saharan Africa and optimise the distribution of anti-malaria resources to high-risk regions. Sourced regional malaria index data from the World Bank. Achieved 79% baseline accuracy, with 88% projected after hyperparameter tuning.
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