Student Type: Adult learner
Deep learning
Max amount of FITech students: 30 Please note the early application deadline. This course provides an elementary hands-on introduction to deep learning. Students taking this course will learn the theories, models, algorithms, implementation and recent progress of deep learning and obtain empirical experience on training deep neural networks. Applications of deep learning to typical computer…
Machine learning: Supervised methods
Max amount of FITech students: 40 Persons without a valid study right at a Finnish university or university of applied sciences have preference to this course. Mastering the prerequisite skills is very important in order to complete this course. Please list your preliminary knowledge in your application. Course contents Learning outcomes After the course, the…
Computer vision
Max amount of FITech students: 50 Persons without a valid study right at a Finnish university or university of applied sciences have preference to this course. The course gives an overview of algorithms, models and methods which are used in automatic analysis of visual data. Course contents Learning outcomes After the course, the student Course…
Speech processing
Max amount of FITech students: 10 Persons without a valid study right at a Finnish university or university of applied sciences have preference to this course. Course contents After the course, the student is able to describe and make use of basic phenomena in speech communication, and describe and apply common speech processing methods, especially…
Bayesian data analysis
Max amount of FITech students: 100 Persons without a valid study right at a Finnish university or university of applied sciences have preference to this course. Mastering the prerequisite skills is very important in order to complete this course. Course contents Bayesian probability theory and bayesian inference Bayesian models and their analysis Computational methods, Markov-Chain…
Towards data mining
Max amount of FITech students: 200 Persons without a valid study right to a Finnish university have preference to this course. In this course, you will learn the fundamental skills for data collection and preprocessing, enabling you to succeed in your data mining tasks. Course contents Amount and quality of data plays a major role…