How I Moved From Maps to Machine Learning (With Python)

A Practical Guide for GIS Professionals Breaking Into AI

This isn't just another machine learning tutorial. It's a story-driven roadmap for geospatial developers, analysts, and mapmakers ready to level up.

In this concise and actionable guide, I share how I transitioned from working with shapefiles and satellite imagery to building ML models using Python — without a PhD or a data science degree.