Goal for this case study: Have better hyperparameters than pyod! So each of you: Gets assigned two algorithms! One fairly simple before One more complicated one today Try to find the best possible hyperparameters for your algorithms Try to be clever (for example: PCA: $n_{components} Afterwards Write down your findings into a simple function (given data, what are my best hyperparameters) Write down your finding into a report (together, double collumn. 6 Pages per student, plus comparison of algorithms to each other) One final presentation together in front of my colleagues. About 10min per student.