16. Course Schedule
mediumAsked at CheggDetect if all courses can be finished given prerequisites — directly mirrors Chegg's curriculum graph where course dependencies must be cycle-free.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
There are numCourses courses labeled 0 to numCourses-1. You are given an array prerequisites where prerequisites[i] = [ai, bi] indicates you must take course bi before ai. Return true if you can finish all courses, false if a cycle exists.
Constraints
1 <= numCourses <= 20000 <= prerequisites.length <= 5000prerequisites[i].length == 2No self-loops, no duplicate pairs
Examples
Example 1
numCourses = 2, prerequisites = [[1,0]]trueExample 2
numCourses = 2, prerequisites = [[1,0],[0,1]]falseApproaches
1. DFS cycle detection with visited states
Three-color DFS: unvisited (0), in-stack (1), done (2) — cycles show up when we revisit an in-stack node.
- Time
- O(V+E)
- Space
- O(V+E)
function canFinish(numCourses, prerequisites) {
const adj = Array.from({length: numCourses}, () => []);
for (const [a, b] of prerequisites) adj[b].push(a);
const state = new Array(numCourses).fill(0);
function dfs(node) {
if (state[node] === 1) return false;
if (state[node] === 2) return true;
state[node] = 1;
for (const nb of adj[node]) if (!dfs(nb)) return false;
state[node] = 2;
return true;
}
for (let i = 0; i < numCourses; i++) if (!dfs(i)) return false;
return true;
}Tradeoff:
2. Topological sort (Kahn's BFS)
Build in-degree counts, queue all zero-in-degree nodes, process iteratively reducing in-degrees — if all nodes are processed, no cycle exists.
- Time
- O(V+E)
- Space
- O(V+E)
function canFinish(numCourses, prerequisites) {
const inDeg = new Array(numCourses).fill(0);
const adj = Array.from({length: numCourses}, () => []);
for (const [a, b] of prerequisites) { adj[b].push(a); inDeg[a]++; }
const queue = [];
for (let i = 0; i < numCourses; i++) if (inDeg[i] === 0) queue.push(i);
let processed = 0;
while (queue.length) {
const node = queue.shift();
processed++;
for (const nb of adj[node]) if (--inDeg[nb] === 0) queue.push(nb);
}
return processed === numCourses;
}Tradeoff:
Chegg-specific tips
Chegg's platform has literal course dependency graphs; mentioning Kahn's algorithm in the context of curriculum scheduling will resonate strongly with the interviewer.
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