Advanced QGIS Analysis with AI and Machine Learning

Course details

In this course, Gordon Luckett—President of Arrow Geomatics, Inc.—guides you through the advanced GIS Analysis tools available in QGIS, as well as some advanced plug-ins that use AI to manage and interpret Air Photographs. Learn how to analyze vector data, manipulate raster data, and digitize vector data with AI. Find out how to generate new data with raster calculations, build topology models for networks, and manage raster-to-vector conversions. Plus, explore ways to automate processes and animate 3D models.

Learning objectives
Understand how to perform analysis on vector data.
Learn to manipulate raster data using advanced tools.
Develop workflows to harness AI for digitizing vector data.
Generate new data using raster calculations.
Build topology models for networks.
Manage raster-to-vector conversions.
Harness Model Designer to automate processes.
Animate 3D models.

Concepts

0. Introduction

01 - Using QGIS for advanced analysis, with a little help from AI

1. Vector Analysis

02 - Introduction to vector analysis
03 - Create buffers around vector data
04 - Identifying points in polygons
05 - Spatial joins
06 - Overlay data
07 - Network analysis
08 - OSM data with QGIS

2. Vector with AI

09 - Install Aino AI plugin
10 - Getting OSM data with AI

3. Raster Analysis

11 - Introduction to raster analysis
12 - Hillshades and slopes
13 - Raster Calculator for simplification
14 - Raster Calculator for overlay
15 - Merge rasters with QGIS
16 - Vector to raster with QGIS
17 - Raster to vector with QGIS

4. Raster with AI

18 - Install the Mapflow plugin for QGIS
19 - Vectorize raster with AI

5. Multicriteria Analysis

20 - What is multicriteria analysis
21 - Highways from OSM using AI
22 - Proximity analysis with highways
23 - School building outlines
24 - Proximity analysis with school building outlines
25 - Land use from OSM using AI and rasterize
26 - Find location with Raster Calculator

Conclusion

27 - Next steps