Now we define the encoder layer, which takes the images as an input and returns the encodings.

Define the size of the encodings:

encoding_dim = 32

Define the placeholders for the input:

input_image = Input(shape=(784,))

Define the encoder which takes input_image and returns the encodings:

encoder  = Dense(encoding_dim, activation='relu')(input_image)