For simplicity, let us suppose we have the unit rectangle $[0,1] \times [0,1]$ and the fact that it is compact. As it is compact, it is totally bounded. In the words of H. Weyl, a city is compact if it can be guarded by a finite number of arbitrarily near-sighted policemen.
A metric space is said to be totally bounded if for all epsilon, there exist a finite number of balls, all of whose centers is in the metric space, and union is a super set of the metric space. Paraphrased wiki
I am interested how would the minimum number of balls to cover out set vary with epsilon. Is there some approximate formula for it?
To get started, I found out that if epsilon is big enough, then it's only one. But, as we reduce it, there is a critical value, which is the diameter of the set (refer), below which, we need to add one at least one more ball.
Bonus: How would the answer change if we used some random compact set? Note: My argument above holds for any compact set.
Edit: I found this older question which is about the precise bounds 1