MG Signal
Data Science, ML, AI: The Map Most People Get Backwards
Most people think AI means ChatGPT. Here's how Data Science, Machine Learning, and AI actually relate — an intersection, not a hierarchy — and what it all rests on.
Read →Full-Spectrum AI Practitioner
I build AI that works.
I teach engineers how to do the same.
Chief AI Scientist · Data to Deployment · Machine Learning · Edge AI · Data Science.
If you’re building real AI — not demo AI — you’re in the right place.
MG
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Writing
Stories from real production AI systems — deployments, failures, and lessons learned.
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Frameworks
Mental models, checklists, and practical guides for building AI that ships.
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