This is a project for Machine Learning course in Data Science and Machine Learning postgraduate programme in NTUA. The scope of this exercise is the study and analysis of classification and clustering algorithms, by analysing the out of the box performance and afterwards applying preproccesing and grid search techniques to improve their performance.