MG Signal · Gen AI · Machine Learning
Analytics Didn't Go Away. It Got More to Work With.
Traditional Analytics and ML aren't obsolete. GenAI turns years of unreadable text into data they can use, then explains the results back to people.
Read →Full-Spectrum AI Practitioner
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.
Stories from real production AI systems — deployments, failures, and lessons learned.
Read the writing →Mental models, checklists, and practical guides for building AI that ships.
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MG Signal · Gen AI · Machine Learning
Traditional Analytics and ML aren't obsolete. GenAI turns years of unreadable text into data they can use, then explains the results back to people.
Read →MG Signal · Gen AI · Agentic AI
In any agentic system, the model is about 10%. The other 90% is data engineering. An anatomy of one agent turn—and why the leverage was never in the model.
Read →Machine Learning · AI
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.
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