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How to Implement Autoencoders in Python and Keras || The Encoder

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Dec 15, 2020
44:13

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 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: https://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? 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 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

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How to Implement Autoencoders in Python and Keras || The Encoder | NatokHD