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multimodalAnalysis

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Python examples for the course "Multimodal Information Processing & Analysis" of the MSc in Data Science in NCSR Demokritos

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# multimodalAnalysis

## Related News
Special issue in [Pattern Recognition in Multimedia Signal Analysis](https://www.mdpi.com/journal/applsci/special_issues/Multimedia_Signal), Deadline 2021 28 February

## General
This code contains sample code for the Courses 
 - "Machine Learning for Multimodal Data"
of the [MSc in Artificial Intelligence](http://msc-ai.iit.demokritos.gr), of the University of Pireaus and the National Centre for Scientific Research "Demokritos".
 - "Multimodal Information Processing and Analysis"
of the [MSc in Data Science](http://msc-data-science.iit.demokritos.gr), of the National Centre for Scientific Research "Demokritos" and the University of Pelloponese. .

This material covers introductory issues with regards to audio segmentation and classification,
 image processing, image feature extraction, segmentation and classification, video analysis and multimodal fusion.

## Dependencies
All code has been tested in Python3.
Dependencies can be installed using pip and the requirements.txt files in each folder (e.g. audio/requirements.txt).

## Course Presentations
| Link                                                                                      | Title                                       |
| ----------------------------------------------------------------------------------------- | --------------------------------------------|
| <a href="https://drive.google.com/open?id=15P2gumoXUbfvm4L2ghWfoyYZHWrD7WBB370ca4T-Cko" target="_blank">Course 1</a> | Intro to Multimodal Signal Analysis |
| <a href="https://drive.google.com/open?id=1heH7rKGEEySVh3sK583MuwqlNwACiAerHQw4JQTntI4" target="_blank">Course 2</a> | Audio Representations and Feature Extraction |
| <a href="https://drive.google.com/open?id=18fkOP3GjAggdg86BGz_TvOxNxxh5YDeL3YMGOI2cMhQ" target="_blank">Course 3</a> | Audio Classification / Regression |
| <a href="https://drive.google.com/open?id=1prbiNhaU7xrj0qfOnk4bgWMXHWax_hReQYf6hGkZk0A" target="_blank">Course 4</a> | Audio Segmentation|
| <a href="https://drive.google.com/open?id=1mCMSCQadfkkRkblHHo9CkPDpgiXajIad1UHnZjZnYhc" target="_blank">Course 5</a> | Image Feature Extraction - 1 |
| <a href="https://drive.google.com/open?id=1h9WBQZnLHikqIAqgmR_uCJUEH0Pfvqs6-D5JouAaLkw" target="_blank">Course 6</a> | Image Feature Extraction - 2 |
| <a href="https://drive.google.com/open?id=1k3qJzSh-ytyZktvTJ7cVZpH0jFBWD6aZhu33u_4-hOM" target="_blank">Course 7</a> | Video Feature Extraction - 1 |
| <a href="https://drive.google.com/open?id=1qNEdx25RdtzfPY8jWB5FzWbFWoZfnUhvtrfi3xi4nMw" target="_blank">Course 8</a> | Audio Fingerprinting |
| <a href="https://drive.google.com/open?id=1ojM7AtQVdwOYXMkyrjpswhAyd4PnpDKh5kzWsSxwWSQ" target="_blank">Course 9</a> | DL 1 |
| <a href="https://drive.google.com/open?id=1d_qBD7ootzFPWdI3qJ_RhUAopDRhDGssFg6NCkiVwq0" target="_blank">Course 10</a> | DL 2 |

## Author
<img src="https://tyiannak.github.io/files/3.JPG" align="left" height="100"/>

[Theodoros Giannakopoulos](https://tyiannak.github.io),
Director of Machine Learning at [Behavioral Signals](https://behavioralsignals.com)

multimodalAnalysis

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