You are browsing the curriculum of a past academic year (2020–2021).
Do you want to change to the ongoing academic year?
Study module, curriculum year 2020–2021
TTY-AO_TST/AO-50000
Signal Processing and Machine Learning, At least 30 cr
Tampere University
- Description
- Content
Description
Signal processing and machine learning are central fields in the modern information technology and computer science. Emerging applications are vast varying from visual (computer vision), speech and audio recognition to autonomous robots and cars. A related field is data engineering which means machine learning algorithms applied to large datasets from finance, security, health, biology, Internet and so on. This module provides students strong practical knowledge and expertise on the main approaches and methodologies of machine learning and pattern recognition. Moreover, the students will have hands-on experience on the most emerging applications of these: computer vision, audio and speech processing and data engineering.
It is also possible to take the module as a minor with 20 credits worth of courses (the mandatory ones in the list).
The students are encouraged to contact the responsible persons of this study module to personalize and tailor their studies.
It is also possible to take the module as a minor with 20 credits worth of courses (the mandatory ones in the list).
The students are encouraged to contact the responsible persons of this study module to personalize and tailor their studies.
Objectives
- Student knows how to adopt and adapt signal processing and machine learning methods for real problems.
- Student is able to find state-of-the-art methods and adapt them to to solve practical problems.
- The student can use Matlab/Python libraries to solve machine learning and signal processing problems.
- The student can apply pattern recognition, machine learning and signal processing method in audio, vision and robotics.
Study module code
TTY-AO_TST/AO-50000Language of instruction
English
Academic year
2020–2021Level of study
Intermediate studiesFields of study
Engineering, Manufacturing and ConstructionPersons responsible
Responsible teacher:
Joni KämäräinenResponsible teacher:
Sari PeltonenResponsible teacher:
Heikki HuttunenPrerequisites
Studies that include this module
Study module code
TTY-AO_TST/AO-50000Language of instruction
English
Academic year
2020–2021Level of study
Intermediate studiesFields of study
Engineering, Manufacturing and ConstructionPersons responsible
Responsible teacher:
Joni KämäräinenResponsible teacher:
Sari PeltonenResponsible teacher:
Heikki Huttunen