Welcome, I'm
Francis Natus M.
ML & AI Engineer
Approaching two sides—building systems, train and fine-tune models, depth beneath the surface—civic innovation & systems.
13+
Credentials
DL, ML fundamentals, AWS, GenAI hackathon cert
1
ARC challenge
Kaggle ARC-AGI-2 — ongoing
4
Live dashboards
MGM Assist production build
Selected work
Shipped civic tools, competition experiments, and coursework — filtered below.
- 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.
- 25Dec 2025 – Apr 2026
Deep learning & ML certs
DeepLearning.AI track, Stanford Online ML, structured fundamentals through Apr 2026.
- 26Mar 2026
MGM Assist shipped
GenAI Academy World Wide Vibes — civic intelligence for Montgomery, AL.
- 26Apr – May 2026
AWS AI Practitioner Challenge
Udacity apprenticeship with AWS — Apr to May, remote, applied ML in cloud contexts.
- 26Mar – Nov 2026
ARC-AGI-2 (ongoing)
Kaggle novel-reasoning benchmark — pattern induction, symbolic approaches, community notebooks.
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