Blog

Blog

Thoughts on machine learning, AI, and data science in high-stakes industries.

March 9, 2026

Machine Learning in the Wild

All successful ML models look the same, but every failed one fails in its own way. After 20 years of deploying models in banking, insurance, e-commerce, and hedge funds, I am starting this blog to share hard-won lessons about the vast gap between a theoretical algorithm and a reliable production system - where both success and failure have tangible consequences.

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