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@@ -19,7 +19,8 @@ This model has been trained using code from this [example](https://keras.io/exam
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  ## Model
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  Below we have a graphic from the paper above, showing the VQ-VAE model architecture.
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- [!VQ-VAE Model](
 
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  ## Intended uses & limitations
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  This model is intended to be used for educational purposes. To train your own VQ-VAE model, follow along with this [example](https://keras.io/examples/generative/vq_vae/)
 
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  ## Model
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  Below we have a graphic from the paper above, showing the VQ-VAE model architecture.
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+ ![VQ-VAE Model](vq.png)
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  ## Intended uses & limitations
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  This model is intended to be used for educational purposes. To train your own VQ-VAE model, follow along with this [example](https://keras.io/examples/generative/vq_vae/)