12 1 4 9 build perfect squares up to n 12-9=3 3-1=2 2-1=1 12=9+1+1+1 -> 4 12=4+4+4 -> 3 1 -> 1 (1) 2 -> 2 (1+1) 3 -> 3 (1+1+1) 4 -> 1 (4) 5 -> 2 (4+1) 6 -> 3 (4+1+1) 7 -> 4 4+1+1+1 8 -> 2 4+4 f(1) = 1 f(2) = f(1) + f(1) = 1+1=2 f(7) = f(4) + f(3) = 1+3=4 f(8) = f(4) + f(4) = 1+1=2 f(12) = f(8) + f(4) = 2+1=3 identify subproblems? https://leetcode.com/problems/perfect-squares/discuss/696436/Python-Simple-DP-Solution n=7 square_sums = [0,1,4] dp = [0, inf, inf, inf, inf, inf, inf, inf] 0 1 2 3 4 5 6 7 dp = [0, 1, 2, 3, 1, 2, 3, 4] dp = [0, 1, inf, inf, 1, inf, inf, inf] i: 1->n iter all squares min( dp[i], dp[i-square] ) f(1)=1 f(2)=2 f(12)= these are the candidates