Geometric Series with Binomial Coefficients

Find the last three digits $$\binom{2024}{1}\times 1^2 + \binom{2024}{2}\times 2^2 +\dots + \binom{2024}{2023}\times 2023^2 + \binom{2024}{2024}\times 2024^2$$