Introduction to GeoAI - GeoAI with Python

Introduction¶

Learning Objectives¶

What is GeoAI?¶

A Brief History¶

Why Spatial Data is Different¶

Key Applications of GeoAI¶

Urban Planning and Smart Cities¶

Agriculture and Food Security¶

Environmental Monitoring and Conservation¶

Disaster Response and Humanitarian Aid¶

Water Resources Management¶

Public Health and Epidemiology¶

The Python Ecosystem for GeoAI¶

Deep Learning Frameworks¶

Geospatial Data Libraries¶

Interactive Visualization¶

The GeoAI Package¶

Segment Anything for Geospatial¶

Core AI Tasks in Geospatial Analysis¶

Image Recognition¶

Object Detection¶

Semantic Segmentation¶

Instance Segmentation¶

Image Translation¶

Change Detection¶

Pixel Regression¶

From Traditional Methods to Foundation Models¶

Key Takeaways¶

Exercises¶

Exercise 1: Exploring GeoAI in the Real World¶

Exercise 2: Comparing Spatial and Non-Spatial Data¶

Exercise 3: Matching Tasks to Problems¶