The lecturer is saying
we'll start with the 10 minute recap on what you've seen in the first week about neural networks, so as you know you can think of machine learning, deep learning in general as modeling a function ...
the "recap" shows up for the first time at this time point.
in this context, is it grammatical and idiomatic to use "the" before "recap"?
is "a recap" more grammatical?