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

Toteutuskerta SGN-13006 2018-01

Kuvaus

This course provides basic understanding of various approaches and methods in pattern recognition and machine learning. Various applications in computer vision, audio processing and robotics are discussed. This course provide basic knowledge that can be adopted in all fields of engineering.

Opetus

Periodi 1
Opetusmuodot Luento, Tentti, Harjoitukset, Harjoitusryhmä, Demoluento
Vastuuhenkilö Joni Kämäräinen

Arvosteluasteikko

Numerical evaluation scale (0-5)

Suoritusvaatimukset

Active participation, homeworks, exercises and exam.

Lisätietoja toteutuksesta

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 Mon 15.10.2018 13:00 - 16:00
Exam Tue 04.12.2018 17:00 - 20:00
Exam Mon 21.01.2019 17:00 - 20:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 31.08.2018 12:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 07.09.2018 12:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 14.09.2018 12:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 21.09.2018 12:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 28.09.2018 12:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/DL/01 Fri 05.10.2018 12:00 - 13:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 27.08.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 30.08.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 03.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Wed 05.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 17.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Wed 19.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 20.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 24.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 27.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 01.10.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 04.10.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/01 Mon 08.10.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/Lec/02 Thu 11.10.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/01 (*) Fri 12.10.2018 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/01 (*) Fri 19.10.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/02 Fri 19.10.2018 14:00 - 16:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/E/03 Fri 19.10.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 03.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 03.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 10.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 10.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 17.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 17.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 24.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 24.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 01.10.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 01.10.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG01/01 Mon 08.10.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG02/01 Mon 08.10.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Tue 04.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 04.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 04.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Tue 11.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 11.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 11.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Tue 18.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 18.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 18.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Tue 25.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 25.09.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 25.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Tue 02.10.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 02.10.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 02.10.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG05/01 Tue 09.10.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG03/01 Tue 09.10.2018 12:00 - 14:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG04/01 Tue 09.10.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Thu 06.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Thu 06.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Thu 13.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Thu 13.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Thu 20.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Thu 20.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Thu 27.09.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Thu 27.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Thu 04.10.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Thu 04.10.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG06/01 Thu 11.10.2018 10:00 - 12:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG07/01 Thu 11.10.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Fri 07.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Fri 14.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Fri 21.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Fri 28.09.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Fri 05.10.2018 16:00 - 18:00
SGN-13006 Introduction to Pattern Recognition and Machine Learning/EG08/01 Fri 12.10.2018 16:00 - 18:00

Oppimateriaali

Tyyppi Nimi Tekijä ISBN Lisätiedot Kieli Tenttimateriaali
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