We know that
$$\dbinom{n}r = \dfrac{n!}{(n-r)!r!}$$
An intuitive explanation of the formula is that, if I partition the total number of permutations of objects by $r!$, and choose one member of each partition, then no similarly ordered pattern will be registered more than once.
Is there a more intuitive explanation than this?
Intuitive Explanation for a Combinatorial Identity
Proof of binomial coefficient formula.
https://www.khanacademy.org/math/algebra2/polynomial_and_rational/binomial_theorem/v/binomial-theorem-and-combinatorics-intuition
These will certainly suffice, and other Khan Academy videos (Link 3) will be of further help.