Hi guys, Welcome to the Advanced Video Search Engine, and you are watching Sound Generation with Deep Learning || Approaches and Challenges. That video is uploaded by Valerio Velardo - The Sound of AI at 2020-11-20T02:49:49-08:00. We are promoting this video only for entertainment and educational purpose only. So, I hope you like & enjoy it. [pwV8K9wXY2E]
| Name | Sound Generation with Deep Learning || Approaches and Challenges |
| Video Uploader | Video From Valerio Velardo - The Sound of AI |
| Upload Date | This Video Uploaded At 20-11-2020 10:49:49 |
| Video Discription | Join The Sound Of AI Slack community: https://www.youtube.com/redirect?event=video_description&q=https%3A%2F%2Fjoin.slack.com%2Ft%2Fthesoundofai%2Fshared_invite%2Fzt-f71npumr-anli6W4QCuZ8UCj2gLoBkw&redir_token=QUFFLUhqbExxdFJ1S29mMVBKSFd0REZuUWFjUVpzQTFFUXxBQ3Jtc0ttWXZfTXpkRUlOdVNwU0poT1pmMkdkUzJFMkF4N19HSDVzbm5qUE43eV85bmwyNkFIdmlfbjVRTElhaUJIWmhfMDhJb1hQd1RaU1FmczNBWVA0ZjR6SXhiQ1JFV3owcURxc19KUmdlQU5KTzlmM0dxZw%3D%3D&v=KxRmbtJWUzI In this video, you can get an understanding of the sound generation task, and learn to classify different types of sound generation systems. I discuss the approaches and Deep Learning models used to generate sound. I also outline the challenges encountered with different methods, and discuss the features used to train generative sound systems. Slides: https://github.com/musikalkemist/generating-sound-with-neural-networks/blob/main/02%20Approaches%20and%20challenges/Sound%20Generation%20with%20Deep%20Learning%20Approaches%20and%20Challenges.pdf Interested in hiring me as a consultant/freelancer? https://valeriovelardo.com/ Follow Valerio on Facebook: https://www.facebook.com/TheSoundOfAI Connect with Valerio on Linkedin: https://www.linkedin.com/in/valeriovelardo Follow Valerio on Twitter: https://twitter.com/musikalkemist =============================== Content: 0:00 Intro 0:33 Defining the sound generation task 1:17 Classification of sound generation systems 2:14 Types of generated sounds 3:41 Sound representations 4:07 Generation from raw audio 7:40 Challenges of raw audio generation 10:21 Generation from spectrograms 16:12 Advantages of generation from spectrograms 18:07 Challenges of generation from spectrograms 20:26 Can we generate sound with MFCCs? 21:26 DL architectures for sound generation 22:13 Inputs for generation 24:03 Details about the sound generative system we'll build 24:44 What's next? =============================== Mentioned papers: Wavenet: A Generative Model for Raw Audio: https://arxiv.org/pdf/1609.03499.pdf Jukebox: A Generative Model for Music https://arxiv.org/pdf/2005.00341 DrumGAN: Synthesis of Drum Sounds with Timbral Feature Conditioning Using Generative Adversarial Networks https://arxiv.org/pdf/2008.12073 Melnet: A generative model for audio in the frequency domain https://arxiv.org/pdf/1906.01083.pdf pwV8K9wXY2E |
| Category | Science & Technology |
| Tags | Generate sound with deep learning | generative sound | raw-audio generation | spectrogram generation | Generate audio | Audio generation | How to generate audio with variational autoencoders | Generate sound neural networks | Generative deep learning | music generation with spectrograms | Audio-based music generation | AI audio | Sound AI | AI music | Deep learning |
