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Computational Analysis of Sound Scenes - 2020

Offered By: Center for Language & Speech Processing(CLSP), JHU via YouTube

Tags

Audio Processing Courses Machine Learning Courses Deep Neural Networks Courses

Course Description

Overview

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Explore the emerging field of computational analysis of sound scenes in this comprehensive lecture by Professor Tuomas Virtanen from Tampere University. Gain an overview of recent developments, including basic scene classification, event detection, and advanced tasks like joint localization and audio captioning. Discover state-of-the-art machine learning techniques based on deep neural networks used to solve these tasks, and learn about the data required for training such systems. Examine examples of machine learning architectures and findings from the latest DCASE evaluation campaigns. Delve into open research questions in this rapidly evolving field, presented by a pioneering expert in single-channel sound source separation and environmental sound analysis.

Syllabus

Computational Analysis of Sound Scenes -- Tuomas Viertanen (Tampere University) - 2020


Taught by

Center for Language & Speech Processing(CLSP), JHU

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