x !
Arkistoitu opetusohjelma 2015–2016
Selaat vanhentunutta opetusohjelmaa. Voimassa olevan opetusohjelman löydät täältä.
Master's Degree Programme in Computational Big Data Analytics

Periodit

I Periodi (31.8.2015 – 18.10.2015)
II Periodi (19.10.2015 – 20.12.2015)
III Periodi (11.1.2016 – 6.3.2016)
IV Periodi (7.3.2016 – 29.5.2016)

CBDA-maisteriohjelman opetusohjelma lukuvuodelle 2015-2016. Tutkintorakenne ja -vaatimukset on kuvattu opinto-oppaassa. Kurssien vastuuopettajat on listattu tutkinto-ohjelman sivulla.

Tätä listausta täydentää maisteriohjelmaan kuuluvien yleisten opintojen opetusohjelma.

Tilastotieteen maisteriopintoja (opinto-opas 2012-2015) suorittavat opiskelijat valitsevat kurssinsa tästä uuden maisteriohjelman mukaisesta opetusohjelmasta (MTT-alkuiset opintojaksokoodit). Vanhojen ja uusien opintojaksojen vastaavuudet voi tarkistaa opetussuunnitelmasta ja erillisestä vastaavuustaulukosta.

Kursseille ilmoittaudutaan kurssin tiedoissa mainitulla tavalla. Mikäli et osallistu opetukseen, tulee ilmoittautuminen perua opettajan määrittelemän ajan kuluessa. Mikäli et osallistu opetukseen etkä peru kurssipaikkaa tai keskeytät kurssin, opintosuoritus arvioidaan arvosanalla hylätty.

Epäselvissä kysymyksissä suositellaan ottamaan yhteyttä HOPS-opettajaan tai opintokoordinaattoriin mahdollisimman aikaisessa vaiheessa.

Periodi (31.8.2015 - 18.10.2015)
Muut ja valinnaiset opinnot [I Periodi]
Enrolment for University Studies
Enrolment time has expired
Heikki Hyyrö, Teacher responsible
Heikki.Hyyro[ät]uta.fi
Teaching
31-Aug-2015 – 18-Oct-2015
Lectures
Wed 2-Sep-2015 - 14-Oct-2015 weekly at 14-16, Pinni B4113, Note, guest lectures 16.9. and 23.9. in Linna K103
Exceptions:
16-Sep-2015 at 14 –16 , Linna K103
23-Sep-2015 at 14 –16 , Linna K103
Exercises
Periods: I
Language of instruction: English

Opintojakso sisältää vaihtoehtoisia 5 op:n laajuisia kirjapaketteja. Katso tarkemmat kuvaustiedot paketeista kurssisivulta.
Tarjolla olevat kirjapaketit:

a) Tietokäytännöt
b) Tiedonhakujärjestelmät
c) Vuorovaikutteinen tiedonhaku
d) Tehtäväperustainen tiedonhaku

Katso tarkemmat sisällöt ja ohjeet opintojakson kotisivulta.

Useita eri opettajia, Opettaja
Opetus
31.8.2015 – 29.5.2016
Periodit: I II III IV
Opetuskieli: suomi
Syventävät opinnot [I Periodi]
Enrolment for University Studies

Please fill in the form before the first seminar session.

Jaakko Peltonen, Teacher responsible
Jaakko.Peltonen[ät]uta.fi
Teaching
31-Aug-2015 – 27-May-2016
Seminar
Autumn 2015
Mon 7-Sep-2015 - 14-Dec-2015 weekly at 12-14, Pinni B0020, exact dates agreed in the beginning of the semester.
Spring 2016
Mon 11-Jan-2016 - 9-May-2016 every other week at 12-14, Pinni B0020, exact dates agreed in the beginning of the semester.
Periods: I II III IV
Language of instruction: English
Enrolment for University Studies

Enroll before the first lecture.

Hyon-Jung Kim-Ollila, Teacher responsible
Hyon-Jung.Kim[ät]uta.fi
Teaching
7-Sep-2015 – 18-Oct-2015
Lectures
Mon 7-Sep-2015 - 12-Oct-2015 weekly at 10-12, Pinni A3107
Exceptions:
5-Oct-2015 , Pinni B1083
Wed 9-Sep-2015 - 14-Oct-2015 weekly at 12-14, Pinni A3107
Exercises
Mon 14-Sep-2015 - 12-Oct-2015 weekly at 12-14, Pinni A3107
Exceptions:
28-Sep-2015 , Pinni B1083
5-Oct-2015 , Pinni B1083
Periods: I
Language of instruction: English

Modes of study

- Lectures
- Exercises (independent work)
- Exam

Enrolment for University Studies

Please fill in the form before the first lecture. After this contact the lecturer.

Jaakko Peltonen, Teacher responsible
Jaakko.Peltonen[ät]uta.fi
Teaching
31-Aug-2015 – 20-Dec-2015
Lectures
Mon 7-Sep-2015 - 14-Dec-2015 weekly at 14-16, Pinni B0020
Periods: I II
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Kati Iltanen, Teacher responsible
Kati.Iltanen[ät]uta.fi
Teaching
31-Aug-2015 – 25-Nov-2015
Lectures 40 hours
Changes in lecture rooms, check the course web page for most resent information
Mon 31-Aug-2015 - 28-Sep-2015 weekly at 8-10, PInni B1084 , NOTE, Mon 31 Aug in Pinni B3107
Wed 2-Sep-2015 at 8-10, Pinni B2077
Fri 4-Sep-2015 - 2-Oct-2015 weekly at 8-10, Pinni B1084
Mon 19-Oct-2015 - 16-Nov-2015 weekly at 8-10, Pinni B2077
Wed 21-Oct-2015 - 18-Nov-2015 weekly at 8-10, Pinni B2077
Exam (Part I)
Fri 9-Oct-2015 at 8-11, Pinni B3107
Exam (Part II)
Fri 4-Dec-2015 at 8-11, Pinni B3116
Exercises 20 hours
Wed 9-Sep-2015 - 30-Sep-2015 weekly at 8-10, Pinni B2077
Fri 23-Oct-2015 - 20-Nov-2015 weekly at 8-10, Pinni B1083, Changes possible, follow the course web page
Periods: I II
Language of instruction: English
Periodi (19.10.2015 - 20.12.2015)
Syventävät opinnot [II Periodi]
Enrolment for University Studies

Enroll before the first lecture.

Hyon-Jung Kim-Ollila, Teacher responsible
Hyon-Jung.Kim[ät]uta.fi
Teaching
26-Oct-2015 – 20-Dec-2015
Lectures
Mon 26-Oct-2015 - 7-Dec-2015 weekly at 12-14, Pinni A3107
Wed 28-Oct-2015 - 9-Dec-2015 weekly at 12-14, Pinni A3107
Exercises
Wed 28-Oct-2015 - 9-Dec-2015 weekly at 14-16, Pinni A3107
Exceptions:
11-Nov-2015 , Tietopinni ML9
Periods: II
Language of instruction: English

A short hands-on course about the basic results and methodology of 3D computer vision, focusing on geometric results and optimization, and their practical applications in, for example, augmented reality, motion capture, robotics, and vision-based interaction techniques.

Content:
Projective geometry: homogeneous coordinates, perspective projection, single view geometry, absolute pose problem (DLT & P3P), camera calibration, two view geometry, relative pose problem, triangulation. (4+4h) 

Estimation: Feature detection & matching, random sample consensus, Levenberg-Marquardt optimization, automatic differentiation, large-scale sparse optimization (bundle adjustment), 3D reconstruction from multiple views or video. (4+4h)

Dense 3D: Dense stereo, depth cameras (e.g. Kinect), point clouds, iterative closest point algorithm. (2+2h)

Applications & open source libraries for computer vision (exercises & project)

Enrolment for University Studies
Enrolment time has expired
Timo Tossavainen, PhD, Teacher responsible
Teaching
30-Oct-2015 – 30-Dec-2015
Lectures
Lectures and excercies
Fri 30-Oct-2015 at 10-12, Pinni B1084, lecture
Fri 6-Nov-2015 - 27-Nov-2015 weekly at 10-15, Pinni B1084, 10-12 exercises and 13-15 lectures
Fri 11-Dec-2015 at 10-12, Pinni B1084, exercises
Exercises
Periods: II
Language of instruction: English
Further information:

This course can be included on the modules

Prerequisites:
The course focuses on solving practical problems rather than on theory. Basics of programming (C++, Python, or Octave/Matlab), linear algebra (working with small matrices e.g. in computer graphics), calculus (derivatives), and probability (counting combinations, normal distribution) suffice.

Language of Instruction:
Lectures in Finnish or English depending on enrolled students. The course material is in English.

Periodi (11.1.2016 - 6.3.2016)
Syventävät opinnot [III Periodi]
Enrolment for University Studies
Enrolment time has expired
Hyon-Jung Kim-Ollila, Teacher responsible
Hyon-Jung.Kim[ät]uta.fi
Teaching
11-Jan-2016 – 4-Mar-2016
Lectures
Mon 11-Jan-2016 - 22-Feb-2016 weekly at 10-12, Pinni A2089
Exceptions:
8-Feb-2016 , Pinni B, ML40
Wed 13-Jan-2016 - 17-Feb-2016 weekly at 12-14, Pinni A2089
Exceptions:
10-Feb-2016 , Pinni B1083, mid-term exam
Exercises
Wed 13-Jan-2016 - 17-Feb-2016 weekly at 14-16, Pinni A2089
Exceptions:
20-Jan-2016 , Pinni B1083
3-Feb-2016 , Pinni B1083
10-Feb-2016 , Pinni B1083, mid-term exam
Periods: III
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Jaakko Peltonen, Teacher responsible
Jaakko.Peltonen[ät]uta.fi
Teaching
11-Jan-2016 – 9-May-2016
Lectures
Mon 11-Jan-2016 - 9-May-2016 weekly at 14-16, Pinni B0020
Exceptions:
28-Mar-2016 , no lectures, Easter holiday
Periods: III IV
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Martti Juhola, Teacher responsible
Martti.Juhola[ät]uta.fi
Jyrki Rasku, Teacher responsible
Teaching
12-Jan-2016 – 17-Mar-2016
Lectures 24 hours
Tue 12-Jan-2016 - 16-Feb-2016 weekly at 10-12, Tue 12.1. in Pinni B3107, following meetings in Pinni B1084
Wed 13-Jan-2016 - 17-Feb-2016 weekly at 10-12, Wed 13.1. in Pinni B1097, following meetings in Pinni B1084
Exercises 10 hours
Thu 21-Jan-2016 - 18-Feb-2016 weekly at 12-14, Pinni B0039
Periods: III
Language of instruction: English
Periodi (7.3.2016 - 29.5.2016)
Syventävät opinnot [IV Periodi]
Enrolment for University Studies
Enrolment time has expired
Hyon-Jung Kim-Ollila, Teacher responsible
Hyon-Jung.Kim[ät]uta.fi
Teaching
7-Mar-2016 – 20-May-2016
Lectures
Wed 9-Mar-2016 - 27-Apr-2016 weekly at 12-14, Pinni A2089
Exceptions:
23-Mar-2016 , no lectures, Easter holiday
Mon 14-Mar-2016 - 25-Apr-2016 weekly at 10-12, Pinni A2089
Exceptions:
28-Mar-2016 , no lectures, Easter holiday
Exercises
Wed 16-Mar-2016 - 27-Apr-2016 weekly at 14-16, Pinni A2089
Exceptions:
23-Mar-2016 , no teaching, Easter holiday.
Periods: IV
Language of instruction: English
Enrolment for University Studies
Enrolment time has expired
Martti Juhola, Teacher responsible
Martti.Juhola[ät]uta.fi
Teaching
8-Mar-2016 – 31-May-2016
Lectures 24 hours
Tue 8-Mar-2016 at 10-12, Pinni B4113
Wed 9-Mar-2016 - 20-Apr-2016 weekly at 10-12, Pinni B1084, No meeting on 23.3.
Tue 15-Mar-2016 - 19-Apr-2016 weekly at 10-12, Pinni B1084, No meeting on 29.3.
Exercises 10 hours
Thu 17-Mar-2016 - 21-Apr-2016 weekly at 8-10, Pinni B0039, (No meeting on 24.3.)
Periods: IV
Language of instruction: English