Neural network: help in fine-tuning

I am convinced, it did everything correctly. However, the model in building a neural network does not work.

I attached the data basis and the Notebook.

Within the Notebook, the 2 spots where I need help, are marked.

I have to reduce the mean squared error to under 260.