20 guides Discover: geospatial data and physical AI, explained Plain-language guides to the data, formats, and methods behind AI for the physical world, from LiDAR and Landsat to change detection and catastrophe modeling. Spatial Join Sentinel-2 Synthetic Aperture Radar (SAR) Stochastic Modeling Raster vs. Vector Data NDVI Parcel Data Physical AI LiDAR Data Landsat Hyperspectral Imaging HRRR Model GeoTIFF Geospatial AI Flood Risk Map Earth Observation Data Digital Elevation Model Data Center Site Selection Catastrophe Modeling Change Detection in Satellite Imagery Spatial Join Sentinel-2 Synthetic Aperture Radar (SAR) Stochastic Modeling Raster vs. Vector Data NDVI Sort By Most Recent Most Recent Oldest Categories Stochastic Modeling View All change detection Stochastic Modeling site selection Risk modeling Earth Observation What is? Physical AI Tabular Joins Vector Raster Tutorials Sort By Most Recent Oldest Categories View All change detection Stochastic Modeling site selection Risk modeling Earth Observation What is? Physical AI Tabular Joins Vector Raster Tutorials 8 Mins Read 3 Oct 2026 What is Stochastic Modeling? Definition, Types, Examples Stochastic modeling simulates thousands of possible outcomes from random variables. How it works, stochastic vs deterministic, and how cat models use it. 8 Mins Read 3 Oct 2026 What is Stochastic Modeling? Definition, Types, Examples Stochastic modeling simulates thousands of possible outcomes from random variables. How it works, stochastic vs deterministic, and how cat models use it. 5 Mins Read 29 Sep 2026 What is Catastrophe Modeling? Cat Models, AAL Catastrophe modeling, or cat modeling, is the practice of estimating the financial losses a portfolio of insured properties would suffer from low-probability, high-severity events such as hurricanes, floods, earthquakes, and wildfires. A cat model is a stochastic model: it simulates thousands of possible events, applies each to the exposure at every location, and produces a […] Sign up for our newsletter Be the first to know about releases and industry news. We care about your data; read our privacy policy. SUBSCRIBEΔ