Here you can find the implementation of the autoencoder presented during the lesson 9, which shows that the learned hidden layer representation coincides with the 3 bit binary encoding.
https://colab.research.google.com/drive/19MCIU5G8GPw93TyWz9gG8OBMmLouEAJH?usp=sharing