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layer with tanh activation model.add(Dense(28*28*1, activation='tanh')) model.add(Reshape(img_shape) z = Input(shape=(z_dim,)) img = model(z) return Model(z, img) The architecture below isn’t too complicated and actually does produce pretty decent results on the MNIST dataset example. This model