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VAEs are another powerful tool. Unlike GANs, VAEs use an encoder and a decoder. The encoder compresses the input data into a lower-dimensional representation (a latent space), and the decoder reconstructs the data from that representation. VAEs are good at learning the underlying structure of data, which makes them great for generating variations of existing data. For example, you can train a VAE on a set of images of faces, and then generate new faces that resemble the original faces but are unique. They are frequently used in image generation, anomaly detection, and data compression.
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