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