London, United Kingdom
Data Science and Big Data Analysis (Level 2)
When:
21 July - 08 August 2025
Credits:
7.5 EC
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Computer Sciences
When:
12 August - 16 August 2024
School:
Institution:
University of Eastern Finland
City:
Joensuu
Country:
Finland
Language:
English
Credits:
3.0 EC
Fee:
300 EUR
Introductory machine learning contains self-contained introduction to elementary supervised and unsupervised learning. Evaluation of binary classifiers (e.g. type-I/II errors, ROC analysis). Introduction to modern deep learning approaches (feedforward, convolutive, recurrent). Basic idea of graph neural networks. Introductory speech processing will include speech as a carrier of linguistic information; basics of speech analysis and feature extraction, and statistical modeling. We will illustrate these ideas through application examples ranging from gender recognition, to voice biometrics (speaker recognition), speech recognition, and detection of spoofing attacks (such as audio-based deepfakes). The course contains also topics that introduce the student to research in this field, stemming from research done at the Computational Speech Group at UEF.
The teaching modes will include offline tasks (to be completed prior to contact teaching); lectures and exercises as part of in-campus teaching.
Tomi Kinnunen (tomi.kinnunen@uef.fi)
Master, Doctoral
Learning aims: to learn basics about speech and machine learning, and have a gist on research done in the field of speech processing.
When:
12 August - 16 August 2024
School:
UEF Summer School
Institution:
University of Eastern Finland
Language:
English
Credits:
3.0 EC
Fee:
300 EUR, Course fee. The course fee for UEF partner university students is 250 e.
Fee:
200 EUR, The course fee for exchange students starting at UEF in autumn 2024.
London, United Kingdom
When:
21 July - 08 August 2025
Credits:
7.5 EC
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Zagreb and Ĺ ibenik, Croatia
When:
30 June - 25 July 2025
Credits:
10.0 EC
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Pisa, Italy
When:
30 June - 04 July 2025
Credits:
3 EC
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