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Autoencoders Explained Easily

Join The Sound Of AI Slack community: https://www.youtube.com/redirect?even... 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/gene... Interested in hiring me as a consultant/freelancer? https://valeriovelardo.com/ Follow Valerio on Facebook:   / thesoundofai   Connect with Valerio on Linkedin:   / valeriovelardo   Follow Valerio on Twitter:   / 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