Model is not learning

I was able to prepare all the data but Im struggling to build the model. Surely I’m missing something. I’m happy to PM the notebook, would be great if an expert could have a look.

thanks so much

Please click my name and message your notebook as an attachment.

Please read the markdown for the exercise. Your NN architecture is incorrect.

thats what I thought, it was of course the last layer.
thanks