Notebook Examples

Spatial AI provides over 20 sample notebooks which demonstrates how to use the spatial machine learning techniques in different use case scenarios.

These notebooks are self-contained and hosted on the OML User Interface (UI). You can directly access and run the example notebooks using the OML UI on your Autonomous AI Database Serverless instance.

Task	Notebooks
Data Access	OML4Py Spatial AI PAR Object Store
Spatial Feature Engineering	OML4Py Spatial AI Categorical Lag Transformer OML4Py Spatial AI Scoord Transformer OML4Py Spatial AI Spatial Imputer OML4Py Spatial AI Spatial Lag Transformer
Spatial Clustering	OML4Py Spatial AI Agglomerative Clustering and Regionalization OML4Py Spatial AI DBSCAN Accidents OML4Py Spatial AI Hotspot Clustering
Spatial Anomaly Detection	OML4Py Spatial AI LOF Accidents
Spatial Regression	OML4Py Spatial AI Geographical Regressor OML4Py Spatial AI GWR Regressor OML4Py Spatial AI OLS Regressor OML4Py Spatial AI Spatial Lag and Error Regressors OML4Py Spatial AI Spatial Fixed Effects Regressor
Spatial Classification	OML4Py Spatial AI Geographical Classifier OML4Py Spatial AI SLX Classifier
Spatial Analysis	OML4Py Spatial AI Exploratory Analysis OML4Py Spatial AI Spatial Operations
OML4Py	OML4Py Spatial AI Embedded Execution for SQL OML4Py Spatial AI SpatialDataFrame to OML DataFrame OML4Py Spatial AI Save Load Run