What is the goal of the Minimum Path Sum problem in a grid?
To find the path from the top-left corner to the bottom-right corner of a grid that has the smallest possible sum of all numbers along the path, moving only down or right.
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beginner
Which moves are allowed when finding the minimum path sum in a grid?
Only moves to the right or moves down are allowed at each step.
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intermediate
How can dynamic programming help solve the Minimum Path Sum problem?
By storing the minimum path sums to each cell, we avoid recalculating paths multiple times, building the solution from the top-left to the bottom-right efficiently.
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beginner
What is the base case when using dynamic programming for Minimum Path Sum in a grid?
The top-left cell's minimum path sum is its own value because it's the starting point.
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intermediate
In the Minimum Path Sum problem, how do you calculate the minimum sum for a cell not in the first row or column?
Take the minimum of the sums from the cell above and the cell to the left, then add the current cell's value.
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In the Minimum Path Sum problem, which directions can you move?
ALeft and Down
BLeft and Up
CRight and Up
DRight and Down
✗ Incorrect
Only moves to the right or down are allowed to find the minimum path sum.
What is the minimum path sum for the starting cell in the grid?
AZero
BThe value of the starting cell
CThe sum of all cells in the first row
DThe sum of all cells in the first column
✗ Incorrect
The starting cell's minimum path sum is its own value because it is the starting point.
How do you find the minimum path sum for a cell not in the first row or column?
AAdd the current cell's value to the minimum of the sums from the cell above and the cell to the left
BAdd the current cell's value to the sum from the cell above only
CAdd the current cell's value to the sum from the cell to the left only
DAdd the current cell's value to the maximum of the sums from the cell above and the cell to the left
✗ Incorrect
We choose the smaller sum between the cell above and the cell to the left, then add the current cell's value.
Which technique is commonly used to solve the Minimum Path Sum problem efficiently?
ADynamic Programming
BBrute Force
CGreedy Algorithm
DDivide and Conquer
✗ Incorrect
Dynamic Programming stores intermediate results to avoid repeated calculations.
If the grid is [[1,3,1],[1,5,1],[4,2,1]], what is the minimum path sum?
A8
B9
C7
D10
✗ Incorrect
The path 1→3→1→1→1 sums to 7, which is the minimum.
Explain how to use dynamic programming to find the minimum path sum in a grid.
Think about building the solution step-by-step from the start.
You got /5 concepts.
Describe the movement restrictions and why they matter in the Minimum Path Sum problem.
Consider how allowed moves affect possible paths.
You got /5 concepts.
Practice
(1/5)
1. What does the "Minimum Path Sum in Grid" problem ask you to find? Given a grid of numbers, find the path from top-left to bottom-right with the smallest sum.
easy
A. The maximum number in the grid
B. The path with the smallest sum of numbers from top-left to bottom-right
C. The number of paths from top-left to bottom-right
D. The path with the largest sum of numbers from top-left to bottom-right
Solution
Step 1: Understand the problem goal
The problem asks to find a path from the top-left corner to the bottom-right corner of the grid that has the smallest sum of all numbers along the path.
Step 2: Clarify path movement
Movement is only allowed down or right at each step, so the path is constrained.
Final Answer:
The path with the smallest sum of numbers from top-left to bottom-right -> Option B
Quick Check:
Minimum path sum means smallest total sum [OK]
Hint: Look for smallest sum path from top-left to bottom-right [OK]
Common Mistakes:
Confusing minimum with maximum sum
Counting number of paths instead of sum
Ignoring movement constraints (only right/down)
2. Which TypeScript syntax correctly initializes a 2D array named grid with values [[1,2],[3,4]]?
easy
A. const grid = [1,2,3,4];
B. const grid = new Array(1,2,3,4);
C. const grid = [[1,2],[3,4]];
D. const grid = Array(2,2);
Solution
Step 1: Understand 2D array initialization
To create a 2D array with specific values, use nested arrays like [[1,2],[3,4]].
Step 2: Check each option
const grid = [[1,2],[3,4]]; correctly uses nested arrays. Options B and D create arrays but not nested with those values. const grid = [1,2,3,4]; is a flat array.
Final Answer:
const grid = [[1,2],[3,4]]; -> Option C
Quick Check:
Nested arrays create 2D arrays [OK]
Hint: Use nested brackets for 2D arrays in TypeScript [OK]
Common Mistakes:
Using flat arrays instead of nested arrays
Using Array constructor incorrectly
Confusing array length with array content
3. What is the minimum path sum for the grid below?
const grid = [
[1, 3, 1],
[1, 5, 1],
[4, 2, 1]
];
medium
A. 7
B. 8
C. 9
D. 10
Solution
Step 1: Trace possible paths and sums
Possible minimum path: 1 -> 3 -> 1 -> 1 -> 1 = 7 (wrong path, check carefully). Another path: 1 -> 1 -> 5 -> 1 -> 1 = 9. Correct minimum path is 1 -> 3 -> 1 -> 1 -> 1 = 7 is invalid because movement is only right/down. Let's check carefully: Path: (0,0)=1 -> (1,0)=1 -> (2,0)=4 -> (2,1)=2 -> (2,2)=1 sum=1+1+4+2+1=9 Path: (0,0)=1 -> (0,1)=3 -> (0,2)=1 -> (1,2)=1 -> (2,2)=1 sum=1+3+1+1+1=7 But movement only right/down, so path is valid. Check if any smaller sum exists.
Step 2: Confirm minimum sum
The minimum path sum is 8 by moving right, down, down, right. Path: (0,0)=1 -> (0,1)=3 -> (1,1)=5 -> (2,1)=2 -> (2,2)=1 sum=1+3+5+2+1=12 (too large) Try path: (0,0)=1 -> (1,0)=1 -> (1,1)=5 -> (1,2)=1 -> (2,2)=1 sum=1+1+5+1+1=9 Try path: (0,0)=1 -> (1,0)=1 -> (2,0)=4 -> (2,1)=2 -> (2,2)=1 sum=1+1+4+2+1=9 Try path: (0,0)=1 -> (0,1)=3 -> (0,2)=1 -> (1,2)=1 -> (2,2)=1 sum=1+3+1+1+1=7 (valid) So minimum sum is 7.
Final Answer:
7 -> Option A
Quick Check:
Sum of path 1->3->1->1->1 = 7 [OK]
Hint: Add numbers along right/down paths, pick smallest sum [OK]
Common Mistakes:
Adding numbers from invalid paths (not only right/down)
Forgetting to include starting cell value
Mixing row and column indices
4. Identify the error in this TypeScript function to find minimum path sum:
function minPathSum(grid: number[][]): number {
const m = grid.length;
const n = grid[0].length;
const dp = Array(m).fill(Array(n).fill(0));
dp[0][0] = grid[0][0];
for (let i = 1; i < m; i++) dp[i][0] = dp[i-1][0] + grid[i][0];
for (let j = 1; j < n; j++) dp[0][j] = dp[0][j-1] + grid[0][j];
for (let i = 1; i < m; i++) {
for (let j = 1; j < n; j++) {
dp[i][j] = Math.min(dp[i-1][j], dp[i][j-1]) + grid[i][j];
}
}
return dp[m-1][n-1];
}
medium
A. grid is not checked for empty input
B. Loop ranges are incorrect, should start from 0
C. Return statement returns wrong cell
D. dp array initialization shares references causing incorrect updates
Solution
Step 1: Analyze dp array initialization
Using Array(m).fill(Array(n).fill(0)) creates m references to the same inner array, so updating one row updates all rows.
Step 2: Understand impact on dp updates
Because all rows share the same array, dp updates overwrite each other, causing wrong results.