Data-driven engineering course

Materials for the data-driven engineering course at ULB.

Resources to help you with Python:

• Python Data Science Handbook

Exercises:

• Principal component analysis (PCA)
• Data clustering and local PCA

Term project assignments:

• Modal analysis of a dynamical system using Proper Orthogonal Decomposition (POD) and Dynamic Mode Decomposition (DMD)
• Polynomial regression using different linear regression techniques
• Dimensionality reduction and data visualization using t-SNE