Research Journal
The ML4BIM chronicle — from raw IFC data to ML models.
BIM AI NEURAL NETWORKS OPTIMIZATION REVIT MEP
How Does a Neural Network Learn to Drive Through a Building? Optimisation with BIM Racer
From weights and activation functions to gradients, mutations and testing on new maps. Explore neural network training with a robot in Revit.
bim ai regression mep 5d
Regression in BIM 5D: Fitting a Function to Data and Predicting Construction Costs
An accessible introduction to regression and the mathematics behind machine learning for BIM, AEC and MEP, using the Residential Building Dataset.
bim ai statistics mep ifc
AI Doesn't See a BIM Model. AI Sees Data.
Why data distribution is one of the first concepts worth understanding in ML4BIM — from probability mass to integration, with MEP examples.