Arnab Chakraborty

Arnab Chakraborty

3,768 Articles Published

Articles by Arnab Chakraborty

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Program to find sum of minimum trees from the list of leaves in python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 280 Views

Suppose we have a list of numbers called nums. This list represents the leaf nodes in inorder traversal of a binary tree. The internal nodes have exactly 2 children and their value equals the product of the largest leaf value of its left subtree and the largest leaf value of its right subtree. We need to find the sum of all values in the tree that produces the minimum total sum. So, if the input is like nums = [3, 5, 10], then the output will be 83. ...

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Program to find minimum sum subsequence by taking at least one element from consecutive 3 elements in python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 1K+ Views

Suppose we have a list of numbers called nums, we have to find a minimum sum subsequence from the given list such that at least one number for all groups of three consecutive numbers is selected. If the length of given list is less than 3, a number should still be selected. So, if the input is like nums = [2, 3, 4, 5, 6, 7], then the output will be 7, as we can select 2 and 5. Algorithm To solve this problem, we will use dynamic programming with the following approach ? ...

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Program to find minimum number of operations required to make lists strictly Increasing in python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 322 Views

Given two lists A and B of equal length, we can swap elements at position i between the lists (swap A[i] with B[i]). The goal is to find the minimum number of swaps required to make both lists strictly increasing. For example, with A = [2, 8, 7, 10] and B = [2, 4, 9, 10], we can swap elements at index 2 (swap 7 and 9) to get A = [2, 8, 9, 10] and B = [2, 4, 7, 10], both strictly increasing with just 1 swap. Algorithm Approach We use dynamic programming with recursion ...

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Program to fill Min-max game tree in Python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 4K+ Views

The Min-max game tree algorithm is used in two-player games where one player wants to maximize the score while the other wants to minimize it. In this implementation, Player 1 (maximizer) plays at even levels and Player 2 (minimizer) plays at odd levels. How the Algorithm Works The algorithm uses a bottom-up approach: Leaf nodes contain the actual game scores Internal nodes at even levels (Player 1) choose the maximum value from their children Internal nodes at odd levels (Player 2) choose the minimum value from their children Example Tree Structure ...

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Program to find maximum sum of two non-overlapping sublists in Python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 371 Views

Finding the maximum sum of two non-overlapping sublists is a classic dynamic programming problem. Given a list of numbers and two lengths x and y, we need to find two sublists with these lengths that don't overlap and have the maximum combined sum. So, if the input is like nums = [3, 2, 10, -2, 7, 6], x = 3, y = 1, then the output will be 22, as the sublist with length 3 we select [3, 2, 10] (sum = 15) and for the other we select [7] (sum = 7). Algorithm Steps To solve ...

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Program to find maximum sum by removing K numbers from ends in python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 461 Views

Suppose we have a list of numbers called nums and another value k. We have to find the maximum sum of elements that we can delete, given that we must pop exactly k times, where each pop can be from the left or the right end. So, if the input is like nums = [2, 4, 5, 3, 1] and k = 2, then the output will be 6, as we can delete 2 and 4 from the left end. Algorithm To solve this, we will follow these steps − window ...

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Program to find maximum additive score by deleting numbers in Python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 247 Views

Suppose we have a list of numbers called nums. We can perform an operation where we select a number (not the first or last), remove it, and increase our score by the sum of that number and its two adjacent numbers. We have to find the maximal score possible by performing this operation as many times as we want. So, if the input is like nums = [2, 3, 4, 5, 6], then the output will be 39. We can select 5, then sum will be (4 + 5 + 6) = 15, array becomes [2, 3, 4, 6]. ...

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Program to find a target value inside given matrix or not in Python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 493 Views

Suppose we have a 2D matrix where each row and column is sorted in non-decreasing order. We need to check whether a given target value is present inside it or not. So, if the input is like ? 2 4 30 3 4 31 6 6 32 And target = 31, then the output will be True. Approach To solve this efficiently, we can start from the top-right corner of the matrix and move either left or down based on the comparison with the target ...

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Program to generate matrix where each cell holds Manhattan distance from nearest 0 in Python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 281 Views

The Manhattan distance between two points is the sum of absolute differences of their coordinates. In this problem, we need to find the Manhattan distance from each cell to the nearest 0 in a binary matrix. Given a binary matrix, we transform it so each cell contains the Manhattan distance to the closest 0. At least one 0 is guaranteed to exist. Example Input and Output If the input matrix is ? 101 101 110 The output will be ? 101 101 210 The bottom-left cell has distance 2 ...

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Program to find number of combinations of coins to reach target in Python

Arnab Chakraborty
Arnab Chakraborty
Updated on 25-Mar-2026 1K+ Views

Suppose we have a list of coins and another value amount, we have to find the number of combinations there are that sum to amount. If the answer is very large, then mod the result by 10^9 + 7. So, if the input is like coins = [2, 5] amount = 10, then the output will be 2, as we can make these combinations − [2, 2, 2, 2, 2], [5, 5] Algorithm To solve this, we will follow these steps − m := 10^9 + 7 ...

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