MG Signal · Gen AI · Machine Learning
Old Mathematics Quietly Powers Modern AI
Eigenvalues shaped search in 1990 and ranked the web in 1998. They still sit under embeddings, PCA and LoRA. The small end of the spectrum may have one more use.
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Chief AI Scientist · Data to Deployment · Machine Learning · Edge AI · Data Science.
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Stories from real production AI systems — deployments, failures, and lessons learned.
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MG Signal · Gen AI · Machine Learning
Eigenvalues shaped search in 1990 and ranked the web in 1998. They still sit under embeddings, PCA and LoRA. The small end of the spectrum may have one more use.
Read →MG Signal · Machine Learning · Survival Analysis
Failures were rare, so most of our data wasn't failure data. Survival analysis let every observation contribute what it actually knew, instead of forcing a label.
Read →MG Signal · Machine Learning · Anomaly Detection
The zone rules assume a distribution most real processes don't have. We kept Rule 1, made the limits adaptive, and handled drift as a separate problem.
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