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James Young

ML & AI Expert

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  • # causal-inference
  • # llms
  • # mlops
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Writing

Thoughts on ML, AI, and building things that work.

2026-01-31

A Practical Guide to Causal Inference in ML

Moving beyond correlation to understand what actually drives your metrics.

#causal-inference#tutorial
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2026-01-31

Why Interpretable ML Wins in Business

How SHAP and LIME help you get buy-in from stakeholders (without pretending correlation is causation).

#interpretable-ml#shap#lime#causal-inference#ml-in-business
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2026-01-31

Lessons from Deploying LLMs in Production

What I learned shipping LLM applications to real users.

#llms#mlops
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