Machine learning (Aalto University)

Aalto University: Machine learning (Aalto University), 5 ECTS. Course contents Exploratory data analysis Dimensionality reduction PCA Regression and classification Clustering Deep learning Reinforcement learning Learning outcomes After completing the course, the students -can formalise applications as ML problems and solve them using basic ML methods -can perform basic exploratory data analysis -understand the meaning of the train-validate-test approach in machine learning -can apply standard regression and classification models on a given data set -can apply simple clustering and dimensionality reduction techniques on a given data set -are familiar with and can explain the basic concepts of reinforcement learning.