A large deviation inequality for the rank of a random matrix

Let $A$ be an $n\times n$ random matrix with independent identically distributed non-constant subgaussian entries. Then for any $k\le c\sqrt{n}$, $$\text{rank}(A)\ge n-k$$ with probability at least $1-\exp (-c^{\mathrm{\prime }}kn)$.