I think the concepts are simple. After all, everything is just a mutli-variable derivative. However, I find the choice of notation very confusing. Mostly because it's impossible to remember the shape of everything.

Even if this linked post, they have a "notations" section at the top. Almost immediately, they start using a value k that isn't defined anywhere.