Mathematics

Intensive course - Time series classification through image-based deep learning

Monday, March 22, 2021

Schedule

8:15 am-13:15 pm

Learning outcomes

After completing the course, student

1- can encode time series as images

2- can explore how image-based deep learning can be used for time series classifications

Extent 

0.5 ECTS (with pass-fail grading)

Enrollment

https://weboodi.oulu.fi/oodi/opintjakstied.jsp?Kieli=6&Tunniste=521010J&html=1

Target group

Doctoral students in engineering , medical and wellness technology, and students interested in biomedical engineering.

Lecturer

Dr. Nooshin Bahador, nooshin.bahador(at)oulu.fi 

(Responsible: Tapio Seppänen, tapio.seppanen(at)oulu.fi)

Language of instruction

Lectures are given in English.

Content

o Introduction to time-series data
o Time series preprocessing
o Analyzing time-series data
o 2D Visualization of time series
o Image-based deep learning for time series classification

Prerequisites and co-requisites
The basic engineering math courses, Matlab programming skills

Assessment

Lectures 5h, self-study for final project 10 h. 

Material

All necessary material will be provided by the instructor.

 

 

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Event location

Online

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Last updated: 23.2.2021