Spring 2022 · Exploring Urban Data with Machine Learning
Urban Mobility Index
An ML experiment predicting walkability from bus-stop and intersection densities across 774 neighborhoods in nine cities - and an honest account of where it works (the cities it trained on) and where it doesn't (the ones it hasn't seen).
Python·TensorFlow/Keras·GIS·Walkscore API·scikit-learn·Walkability