Data Mining and Machine Learning

Course objective

The objective of this course is to introduce data mining and machine learning with a special focus on applications in geomatics engineering. Students will learn theoretical concepts as well as practical techniques for extracting meaningful patterns and knowledge from large geospatial datasets.

Syllabus at a glance

1. 1Introduction
2. 2Data Preprocessing and Cleaning
3. 3Exploratory Data Analysis
4. 4Supervised Classification Techniques
5. 5Unsupervised Classification Techniques
6. 6Association Rule Mining
7. 7Geospatial Applications and Case Studies