Please find bellow the links to the lectures slides.
Practical sessions subjects rely on python 3.6 distribution, numpy, matplotlib, seaborn and pandas libraries. The commands and scripts are executed using jupyter notebooks On the class room computers launch jupyter in a terminal with command: "jupyter notebook --ip=127.0.0.1". Please find bellow the links to the practical work jupyter notebooks (download and run the notebooks).
PCA Exercise [html] - [notebook] --- PCA Answers [html] - [notebook]
Linear Regression Exercise[notebook] [dataset] --- Linear Regression Answers [notebook]