Capstone: Develop Your Model for Real-World Impact
The curriculum culminates in a comprehensive project that requires you to synthesize all previous learning. Build an end-to-end AI solution for real-world African challenges in healthcare, agriculture, climate, finance, or education.
Key Topics
- Independent research and problem formulation
- End-to-end model development pipeline
- Real-world application focus
- Responsible AI in African contexts
- Project presentation and showcasing
Learning Outcomes
- Transition from student to independent researcher
- Apply technical skills to novel African problems
- Demonstrate ability to build responsible AI solutions
- Curate and represent data (Course 02)
- Select architecture, train, fine-tune, align, and optimize
Capstone Project Areas
Low-Resource Language Translation
Develop models for African languages underrepresented in global datasets
Agricultural Intelligence
Predict crop yields or identify plant diseases based on local data
Healthcare Diagnostics
Fine-tune models for diseases prevalent in Sub-Saharan Africa
Climate Resilience
Analyze local climate data to predict weather patterns or flood risks
Financial Inclusion
Build credit scoring proxies for unbanked populations
Recommended Datasets
18 datasets are aligned with this course for hands-on exercises and projects.
Malaria Cell Images
Parasitized vs Uninfected Blood Cell Images (NIH)
KaraAgro AI Maize
Annotated Maize Disease Images from Ghana
AfriMed-QA
Pan-African Medical Question Answering
Financial Inclusion in Africa
Bank Account Prediction Dataset
African Climate Change
Temperature Data for 5 African Countries
CryCeleb
Infant Cry Analysis from Nigeria
GROW-Africa
African Crop Yield Data
AI4KSL
Kenyan Sign Language Dataset
Education in Africa
UNESCO African Education Statistics
South Africa Crop Type
Fused Sentinel-1/2 Imagery for Crop Mapping
Ghana Croplands Agronomy
Biophysical & Yield Measurements for Northern Ghana Maize
African Medical Records (OCR)
Nigerian Handwritten Clinical Records for OCR
Nigerian Colposcopy Images
Cervical Cancer Screening Images from Nigeria
Med-Convo-Nig
Simulated Nigerian-Accented Medical Consultations
Snapshot Serengeti
Camera-Trap Wildlife Images from Tanzania
African Next Voices
Multilingual South African Speech (3000+ hrs)
Kencorpus
Kenyan Languages Corpus: Swahili, Dholuo, Luhya
Common Voice (Swahili & Hausa)
Crowdsourced Read Speech for African Languages
About This Course
The capstone project is your opportunity to apply everything you’ve learned to solve a real problem. You’ll work on a project relevant to African contexts and present your work at a showcase event.
Project Themes
Choose a theme that addresses challenges in your country or region:
- Healthcare: Disease prediction, health information systems
- Agriculture: Crop yield prediction, pest detection
- Finance: Fraud detection, financial inclusion
- Education: Adaptive learning, content generation
- Climate: Weather prediction, environmental monitoring
- Governance: Public service optimization, transparency tools
- Language Technology: Translation, NER, sentiment analysis
Capstone Requirements
- Problem Definition: Clear problem statement with measurable goals
- Dataset: Use curated datasets from this catalog or collect your own
- Solution: End-to-end implementation using course techniques
- Evaluation: Rigorous evaluation with appropriate metrics
- Responsible AI: Document ethical considerations and limitations
- Presentation: Showcase your work at the HEI event
Resources
Browse the datasets in this catalog for inspiration and data sources. Each dataset includes project ideas tailored for capstone projects.