Building a convolutional neural network.

I can't buid a working convolutional network that meets the given criteria.

Here is colab attempt:

https://colab.research.google.com/drive/1xhd_WmyTy-mDVgQ1x0VCLTb7CMP4FLgQ?usp=sharing