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Autoencoders
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uday kiran
May 03, 2020
Education
2
220
Autoencoders
I was given a presentation on autoencoders and how they work at tfug hyd webinar.
uday kiran
May 03, 2020
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Transcript
Autoencoders
What is an autoencoder
Important Properties 1. Data-specific 2. Lossy 3. Unsupervised
Encoder
Latent vector
Decoder
Autoencoder
Loss function
Autoencoders with TF Encoder
Autoencoders with TF Decoder
Autoencoders with TF Training
Applications of Autoencoders Image Reconstruction
Applications of Autoencoders Dimensionality reduction
Applications of Autoencoders Denoising data
Applications of Autoencoders Image colorization
Applications of Autoencoders Image/data generation
Applications of Autoencoders • Sequence to sequence prediction ◦ predict
the next frame of a video ◦ generate fake videos • Recommendation system • Feature Extraction • Image Compression • latent space clustering
1. Sparse Autoencoder 2. Autoencoder 3. Convolutional Autoencoder 4. Denoising
5. Sequence-to-sequence Autoencoder 6. Variational Autoencoder Types of Autoencoders
Any Questions??
Udaykiran.dev