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 $1-\exp(-c'kn)$.