Here’s a thread which discusses how the trainable attributes work in some detail.
This is also a case in which it’s worth spending some time on the higher level TF documentation, which includes some very nice tutorials. E.g. here’s a thread with links to some such tutorials including one written by Francis Chollet (the original author of Keras) that is essentially a chapter from his book on Keras.