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how to choose the dimensions of the encoding layer in autoencoders?please explain what should be the dimensions of the encoding and decoding layers

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Number of dimensions is a hyper parameter of your model, and you should do a hyperparameter search like with any other parameters. There's also a tradeoff between dimension and training speed, so it should be small enough to be trainable in reasonable time.

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