Convolutional Neural Network for auto encoder

I want to build an autoencoder model in the image above. The model consists of fully connected layers. How am I suppose to build the 2D convolution, BN (batch normalization), Relu unit.

Iā€™d suggest you watch this video: https://www.youtube.com/watch?v=FCz9m4T0DI0

it will give you some insights.

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