Machine Learning Exercises

Some college works done while attending the machine learning discipline.

Algorithms

Classification

Uses Mushroom Classification dataset. The goal is to predict if a mushroom is edible or poisonous. The main conclusion was that the dataset can be a lot optimized, since just some atributes are descriptive enough to know whether a mushroom is poisonous or not.

• knn
• decision tree
• multilayer perceptron

Clustering

Uses Wine Data Set dataset. The goal was to cluster wine instances and compare if clusters generated are simular to the main classes purposed by the dataset, extracting any hidden information about the dataset.

• kmeans
• hierarquical clustering
• som