Uploaded December 2020 | Updated September 2026, 2 weeks ago
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Learn how to build autoencoders with Python, Tensorflow, and Keras. In particular, in this video you’ll learn how to build the encoder component of an autoencoder.
Code:
github.com/musikalkemist/generating-sound-with-neural-networks/tree/main/04%20Building%20an%20autoencoder%20pt1%20-%20encoder
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===============================
Content
0:00 Intro
2:04 Autoencoder class + constructor
10:45 Implementation of _build and _build_encoder methods
17:21 Adding encoder input
19:26 Adding convolutional layers
31:09 Adding a bottleneck
37:12 Recap of how _build_encoder works
38:26 Implementation of summary method
39:38 Instantiate an (auto)encoder object
43:25 Next up + outro
Join The Sound Of AI Slack community:
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
Learn how to build autoencoders with Python, Tensorflow, and Keras. In particular, in this video you’ll learn how to build the encoder component of an autoencoder.
Code:
github.com/musikalkemist/generating-sound-with-neural-networks/tree/main/04%20Building%20an%20autoencoder%20pt1%20-%20encoder
===============================
Interested in hiring me as a consultant/freelancer?
valeriovelardo.com
Follow Valerio on Facebook:
facebook.com/TheSoundOfAI
Connect with Valerio on Linkedin:
linkedin.com/in/valeriovelardo
Follow Valerio on Twitter:
twitter.com/musikalkemist
===============================
Content
0:00 Intro
2:04 Autoencoder class + constructor
10:45 Implementation of _build and _build_encoder methods
17:21 Adding encoder input
19:26 Adding convolutional layers
31:09 Adding a bottleneck
37:12 Recap of how _build_encoder works
38:26 Implementation of summary method
39:38 Instantiate an (auto)encoder object
43:25 Next up + outro
