Autoencoders Explained Easily

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 autoencoders work in an intuitive way. Learn about representation learning, latent space, and other fundamental concepts. I also explain how autoencoders are applied to important tasks such as data generation and denoising. Slides: https://github.com/musikalkemist/generating-sound-with-neural-networks/blob/main/03%20Autoencoders%20explained%20easily/Autoencoders%20Explained%20Easily%20.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 =============================== Context 0:00 Intro 1:17 Key idea in autoencoders 3:03 Encoder 4:15 PCA vs Encoders 7:05 Decoder 8:21 Training autoencoders 10:13 Optimal autoencoder 12:57 Deep Autoencoder 14:11 Deep Convolutional Autoencoder 16:15 What's the point of compression/decompression? 17:12 Autoencoder applications 17:51 Generation with autoencoders 22:29 Denoising with autoencoders 26:06 Anomaly detection with autoencoders 26:39 Coming next