Note that Prof Ng has specifically designed these courses not to require any knowledge of calculus, which is why he does not show most of the derivations.
Here’s a thread that shows a lot of them.
Here’s a thread with links to material that covers the derivations. (Also note that this one is linked from the relevant topic on the DLS FAQ Thread, which is worth a look in general if that is new to you.)