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AudioGen- Textually Guided Audio Generation - Paper Explained

Offered By: Aleksa Gordić - The AI Epiphany via YouTube

Tags

Generative Adversarial Networks (GAN) Courses Long short-term memory (LSTM) Courses Data Augmentation Courses Audio generation Courses

Course Description

Overview

Dive deep into the world of text-guided audio synthesis with this comprehensive video explanation of the "AudioGen: Textually Guided Audio Generation" paper. Explore the challenges of text-to-audio conversion, compare AudioGen with VQ-GAN and SoundStream, and gain insights into audio representation, LSTM networks, and complex-valued STFTs. Learn about audio language modeling, multi-stream audio inputs, data augmentation techniques, and examine the impressive results of this innovative approach to audio generation.

Syllabus

Intro
Why is text-to-audio hard?
Comparison with VQ-GAN
Comparison with SoundStream
AudioGen overview
Deep dive: audio representation, LSTM
Losses explained
Complex-valued STFTs
Audio Language Modeling
Multi-stream audio inputs
Data and augmentations
Results
Outro


Taught by

Aleksa Gordić - The AI Epiphany

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