2 posts

Machine Learning

Everything I've written about machine learning.

Building infrastructure cross-section with purple-highlighted components predicting maintenance needs in property management.

Machine Learning Custom AI Python Technical

How I'd build a predictive maintenance model for property management

Building a custom ML model to predict property maintenance issues before tenants complain. Feature engineering, model selection, and data prep.

04 Feb 20267 min read

Railway switch with rigid steel rails on one fork and flexible purple fiber-optic cables on the other, contrasting rules-based and ML approaches.

Strategy Automation Machine Learning Guide

Rules-based automation vs machine learning: which do you need?

A clear breakdown of when to use simple rule-based automation and when machine learning is worth the complexity. Decision framework with real examples.

24 Sept 20256 min read

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