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.
Final examination and exercises.
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.
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 |
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 |