Data Structures and Algorithms (DSA) are crucial topics in technical interviews. The frequency of questions can vary, but here's a list of commonly asked DSA topics, ranked by their prevalence:
- Arrays: Questions related to arrays are quite common. These may include finding pairs with a given sum, stock trading, and subarray problems.
- Linked Lists: Expect questions about reversing linked lists, detecting cycles, merging sorted lists, and finding the middle element.
- Strings: String manipulation problems are frequent. Examples include finding the longest substring without repeating characters and checking for anagrams.
- Binary Trees: Topics like maximum depth, tree structure comparison, and inverting binary trees are often asked.
- Algorithms: Algorithms like quicksort, radix sort, and other miscellaneous ones are part of interviews.
- Graphs: Graph-related questions cover topics like traversals, shortest paths, and connectivity.
- Heaps: Understanding heaps and their applications is essential.
- Dynamic Programming: Expect questions on dynamic programming techniques.
- Bit Manipulations: Solving problems using bitwise operations is another area of focus.
Top Array Questions:-
- Finding the Missing Number: Given an integer array from 1 to 100, find the missing number.
- Detecting Duplicate Numbers: Identify the duplicate number(s) in a given integer array.
- Max and Min in Unsorted Array: Find the largest and smallest numbers in an unsorted integer array.
- Pairs with Given Sum: Determine all pairs of integers in an array whose sum equals a given number.
- Handling Multiple Duplicates: Detect duplicate numbers even when the array contains multiple duplicates.
- Removing Duplicates: Remove duplicates from a given array.
- Searching in Rotated Array: Search for a target value in a rotated array.
- Longest Consecutive Elements Sequence: Given an unsorted array of integers, find the length of the longest consecutive elements sequence.
- Kth Largest Element: Find the Kth largest element in an unsorted array.
- Product of Array Except Self: Compute the product of all elements except the current one.
- Trapping Rain Water: Calculate the amount of water trapped between bars in a histogram.
- Best Time to Buy and Sell Stock: Determine the maximum profit achievable by buying and selling stocks.
- Rotate Array: Rotate an array to the right by a given number of steps.
- Majority Element: Find the element that appears more than n/2 times in an array.
- Subarray with Maximum Sum: Identify the contiguous subarray with the largest sum.
- Merge Intervals: Merge overlapping intervals in an array.
- Next Permutation: Generate the next lexicographically greater permutation of an array.
- Jump Game: Determine if you can reach the last index in an array of non-negative integers.
- Valid Sudoku: Check if a partially filled Sudoku board is valid.
- Counting Sort: Implement counting sort for sorting integers within a specific range.
Top Linked List Questions:-
- Print the Middle of a Linked List: Find the middle element in a singly linked list.
- Reverse a Linked List: Reverse the order of elements in a singly linked list.
- Reverse a Doubly Linked List: Reverse the direction of a doubly linked list.
- Rotate a Linked List: Rotate the elements of a linked list by a given number of positions.
- Nth Node from the End: Find the Nth node from the end of a linked list.
- Delete Last Occurrence of an Item: Remove the last occurrence of a specific value from the list.
- Remove Duplicates from Sorted List: Eliminate duplicate elements from a sorted linked list.
- Detect Loop in Linked List: Determine if a linked list contains a loop.
- Delete N Nodes After M Nodes: Delete N nodes after every M nodes in a linked list.
- Merge Two Linked Lists at Alternate Positions: Combine two linked lists by alternating their elements.
- Circular Linked List Traversal: Traverse a circular linked list.
- Deletion from a Circular Linked List: Remove a specific element from a circular linked list.
- Implement Queue using Linked List: Create a queue using a linked list.
- Implement a Stack using Singly Linked List: Build a stack using a singly linked list.
- Remove Every K-th Node: Delete every K-th node from the linked list.
- Pairwise Swap of Nodes: Swap adjacent nodes in pairs.
- Occurrence of an Integer: Count the occurrences of a specific integer in the list.
- Sort a Linked List of 0s, 1s, and 2s: Arrange a list containing 0s, 1s, and 2s.
- Intersection Point in Y-Shaped Linked Lists: Find the intersection point of two Y-shaped linked lists.
- Add Two Numbers Represented by Linked Lists: Add two numbers represented by linked lists.