Mode of delivery, planned learning activities and teaching methods:
seminar – 2 hours weekly (on-site method)
Process Control – bachelor (full-time, attendance method), 6. semester
Level of study:
Prerequisites for registration:
Learning outcomes of the course unit:
By completing this course, the student acquired basic knowledge about methods of machine learning. The student also acquired practical skills in data analysis and graphical interpretation using the Python programming language. By completing the course, the student is competent in the design of advanced regression and classification models of different datasets.
Recommended or required reading:
Guido, S.: Introduction to Machine Learning with Python, O'Reilly Media, Inc, USA, 2016, ISBN: 9781449369415
Chollet, F.: Deep Learning with Python, Manning Publications, 2017, ISBN: 1617294438
McKinney, W.: Python for Data Analysis, 2nd edition, O'Reilly Media, Inc, USA, 2017, ISBN: 9781491957660
Institute of Information Engineering, Automation and Mathematics was established in 1.1.2006 from two departments: Department of Information Engineering and Process Control and Department of Mathematics.