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4 Rounds ~21 Days Hard
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The Interview Loop

Recruiter Screen (30 min)

Standard fit check, behavioral questions, and resume overview.

Technical Loop (3-4 Rounds)

Deep dive into domain knowledge, coding, and system design.

Interview Question Bank

Machine Learning Engineer Coding medium

Given the root of a binary tree, collect a tree's nodes as if you were doing this: Collect all the leaf nodes, remove all the leaf nodes, and repeat until the tree is empty.

#Tree #Depth-First Search #Binary Tree
Machine Learning Engineer Coding medium

Design a class which receives a list of words in the constructor, and implements a method that takes two words word1 and word2 and returns the shortest distance between these two words in the list. The method will be called repeatedly.

#Array #Hash Table #Two Pointers #Design
Machine Learning Engineer Coding easy

You have a long flowerbed in which some of the plots are planted, and some are not. However, flowers cannot be planted in adjacent plots. Given an integer array flowerbed containing 0's and 1's, and an integer n, return true if n new flowers can be planted without violating the no-adjacent-flowers rule.

#Array #Greedy
Machine Learning Engineer Coding medium

Given a binary tree, find the lowest common ancestor (LCA) of two given nodes in the tree.

#Tree #Depth-First Search #Binary Tree
Machine Learning Engineer Coding hard

Given an array of points where points[i] = [xi, yi] represents a point on the X-Y plane, return the maximum number of points that lie on the same straight line.

#Array #Math #Geometry #Hash Table
Machine Learning Engineer Coding easy

Given two strings s and t, determine if they are isomorphic. Two strings s and t are isomorphic if the characters in s can be replaced to get t.

#Hash Table #String
Machine Learning Engineer Coding medium

Given an integer array nums, return the number of triplets chosen from the array that can make triangles if we take them as side lengths of a triangle.

#Array #Two Pointers #Sorting #Greedy
Machine Learning Engineer Coding medium

Given a collection of numbers, nums, that might contain duplicates, return all possible unique permutations in any order.

#Array #Backtracking
Machine Learning Engineer Coding hard

Design an algorithm to serialize and deserialize a binary tree. There is no restriction on how your serialization/deserialization algorithm should work.

#String #Tree #Depth-First Search #Breadth-First Search #Design
Machine Learning Engineer Coding medium

Given an integer array nums and an integer k, return the kth largest element in the array. Note that it is the kth largest element in the sorted order, not the kth distinct element.

#Array #Divide and Conquer #Sorting #Heap (Priority Queue) #Quickselect

Difficulty Radar

Based on recent AI-sourced data.

Meet Your Interviewers

The "Standard" Interviewer

Senior Engineer

Focuses on core competencies, system constraints, and clear communication.

Simulate

Unwritten Rules

Think Out Loud

Always explain your thought process before writing code or drawing architecture.

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