Welcome, I'm
Francis Natus Mugisha
ML & AI Engineer
Approaching two sides—building systems, train and fine-tune models, depth beneath the surface—civic innovation & systems.
14+
Credentials
DL, ML fundamentals, AWS, GenAI hackathon cert
Challenges
2
Live platforms
ArrivAI & MGM Assist in production
Selected work
Shipped civic tools, competition experiments, and coursework — filtered below.
- ArrivAIIRS city scoring across 79 Korean locations, 3D map, Saramin jobs, and Claude assistant — migrant integration.View →civicCompleted
- Voice Escalation via Vocal BridgeCoding assistant voice escalation — ranked #3 (Top 8%) in the DeepLearning.AI × Vocal Bridge challenge.View →competitionsCompleted
- MGM AssistFour dashboards + Claude assistant for Montgomery, Alabama — GenAI hackathon build.View →civiccompetitionsCompleted
- ARC-AGI-2Kaggle novel-reasoning challenge — pattern induction and community notebooks.View →competitionsOngoing
- DQN Lunar LanderDeep Q-Network reinforcement learning — Gymnasium LunarLander-v3.View →learningCompleted
- FaceNet Face RecognitionFace verification and recognition with triplet loss embeddings.View →learningCompleted
- Other work
Experience & milestones
A concise chronology — details live on Projects and Learning and Skills.
Jun 2026
ArrivAI shipped
Migrant economic integration for South Korea — IRS scoring, 3D map, Saramin jobs, Claude assistant.
Jun 2026
Voice AI challenge — #3
7-Day Voice AI Builder Challenge (DeepLearning.AI × Vocal Bridge) — voice escalation skill ranked #3 of 38 builders.
Mar 2026
MGM Assist shipped
GenAI Academy World Wide Vibes — civic intelligence for Montgomery, AL.
Apr – May 2026
AWS AI Practitioner Challenge
Udacity apprenticeship with AWS — Apr to May, remote, applied ML in cloud contexts.
Mar – Nov 2026
ARC-AGI-2 (ongoing)
Kaggle novel-reasoning benchmark — pattern induction, symbolic approaches, community notebooks.
Dec 2025 – Apr 2026
Deep learning & ML certs
DeepLearning.AI track, Stanford Online ML, structured fundamentals through Apr 2026.
Aug 2025
AI Chatbot shipped
Ask questions and get instant answers in a conversational chat interface.
Drop a line
Civic AI, trustworthy systems, models training or fine tuning — send a note. Submitting opens your mail client with this message prefilled.
Location
Gangwon-do, South Korea