The Karatsuba Algorithm is a fast multiplication algorithm that reduces the time complexity of multiplying two n-digit numbers from O(n^2) to O(n^log3) by using a divide-and-conquer approach. It achieves this by breaking down large numbers into smaller parts, multiplying these parts, and then combining the results efficiently, making it particularly useful for large number computations.