You might need to use this magic:

%matplotlib inline

Every time you want to force the inline output for a graph figure generated from matplotlib, which is actually most of the times.

There is a way to make this “automatic” by configuring the file .jupyter/

By adding:

c.InteractiveShellApp.matplotlib = "inline"

And just reload the notebook in your browser, this should work automatically without the explicit magic anymore.