SGN-13006 Introduction to Pattern Recognition and Machine Learning, 5 cr

Implementation SGN-13006 2017-01

Description

This course provides basic understanding of pattern recognition and machine learning methods needed for signal and data interpretation. Many methods are general and can be used in all fields of engineering.

Lessons

Period 2
Methods of instruction Luento, Tentti, Harjoitukset
Person responsible Joni Kämäräinen

Assessment scale

Numerical evaluation scale (0-5)

Requirements

Final examination and exercises.

Additional information of course implementation

To pass the course you need to actively participate the lectures and do the exercises. You need to familiarise yourself to the given exercise questions before the exercise session.

Exam Wed 13.12.2017 09:00 - 12:00
Exam Wed 24.01.2018 17:00 - 20:00
Exam Wed 07.03.2018 17:00 - 20:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 (*) Mon 30.10.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Wed 01.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 (*) Mon 06.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Wed 08.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 (*) Mon 13.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Wed 15.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 (*) Mon 20.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Wed 22.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 (*) Mon 27.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Wed 29.11.2017 10:00 - 12:00
(Peruttu) SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 (*) Mon 04.12.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/01 Mon 30.10.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/02 Tue 31.10.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/03 Tue 31.10.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/05 Thu 02.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/04 Thu 02.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/07 Fri 03.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/06 Fri 03.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/01 Mon 06.11.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/02 Tue 07.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/03 Tue 07.11.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/05 Thu 09.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/04 Thu 09.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/07 Fri 10.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/06 Fri 10.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/01 Mon 13.11.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/02 Tue 14.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/03 Tue 14.11.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/05 Thu 16.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/04 Thu 16.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/07 Fri 17.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/06 Fri 17.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/01 Mon 20.11.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/02 Tue 21.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/03 Tue 21.11.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/05 Thu 23.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/04 Thu 23.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/07 Fri 24.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/06 Fri 24.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/01 Mon 27.11.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/02 Tue 28.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/03 Tue 28.11.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/05 Thu 30.11.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/04 Thu 30.11.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/07 Fri 01.12.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/06 Fri 01.12.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/01 Mon 04.12.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/02 Tue 05.12.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/03 Tue 05.12.2017 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/05 Thu 07.12.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/04 Thu 07.12.2017 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/07 Fri 08.12.2017 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/06 Fri 08.12.2017 12:00 - 14:00

Study material

Type Name Author ISBN Additional information Language Examination material
Book Elements of Statistical Learning, 2nd edition Trevor Hastie, Robert Tibshirani, Jerome Friedman Covers all the required methods, but is rather statistical approach. Mainly the random forest part is taken from this book. English Yes
Book Machine Learning Tom Mitchell 0070428077 Contents of many lectures follow this book English Yes
Book Statistical Pattern Recognition, 3rd Edition Andrew R. Webb, Keith D. Copsey 978-0-470-68227-2 Very good book about the topic from practioners. Mainly the support vector machines part is taken from this book. English Yes