Important Properties
1. Data-specific
2. Lossy
3. Unsupervised
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Encoder
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Latent vector
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Decoder
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Autoencoder
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Loss function
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Autoencoders with TF
Encoder
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Autoencoders with TF
Decoder
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Autoencoders with TF
Training
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Applications of Autoencoders
Image Reconstruction
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Applications of Autoencoders
Dimensionality reduction
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Applications of Autoencoders
Denoising data
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Applications of Autoencoders
Image colorization
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Applications of Autoencoders
Image/data generation
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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