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I have 3 years of experience coding in Python, including developing web applications and data analysis scripts.
Developed web applications using Django framework
Used Python for data analysis and visualization with libraries like Pandas and Matplotlib
Implemented machine learning algorithms in Python using libraries like scikit-learn
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I was interviewed before Apr 2021.
Round duration - 90 minutes
Round difficulty - Medium
This round had 3 coding questions of Medium to Hard level of difficulty.
Given an integer N
representing the number of pairs of parentheses, find all the possible combinations of balanced parentheses using the given number of pairs.
Generate all possible combinations of balanced parentheses for a given number of pairs.
Use recursion to generate all possible combinations of balanced parentheses.
Keep track of the number of open and close parentheses used in each combination.
Return the valid combinations as an array of strings.
You are given a long type array/list ARR
of size N
, representing an elevation map. The value ARR[i]
denotes the elevation of the ith
bar. Your task is to determine th...
Calculate the total amount of rainwater that can be trapped between given elevations in an array.
Iterate through the array and calculate the maximum height on the left and right of each bar.
Calculate the amount of water that can be trapped at each bar by taking the minimum of the maximum heights on the left and right.
Sum up the trapped water at each bar to get the total trapped water for the entire array.
You are given a grid containing oranges where each cell of the grid can contain one of the three integer values:
Find the minimum time required to rot all fresh oranges adjacent to rotten oranges.
Create a queue to store the coordinates of rotten oranges and perform BFS to rot adjacent fresh oranges.
Track the time taken to rot all fresh oranges and return -1 if not all fresh oranges can be rotten.
Update the grid with the new state of oranges after each second.
Handle edge cases such as empty grid or no fresh oranges present.
Example...
Round duration - 60 Minutes
Round difficulty - Medium
This was a standard DS/Algo round where I was given 2 questions to solve under 60 minutes. I was able to come up with the optimal approach for both the questions and then at the end of the interview I was also asked the famous Die Hard Water Puzzle.
Design a queue data structure following the FIFO (First In First Out) principle using only stack instances.
Your task is to complete predefined functions t...
Implement a queue using stacks following FIFO principle.
Use two stacks to simulate a queue.
For enQueue operation, push elements onto stack1.
For deQueue operation, if stack2 is empty, pop all elements from stack1 and push onto stack2, then pop from stack2.
For peek operation, if stack2 is empty, pop all elements from stack1 and push onto stack2, then return top of stack2.
For isEmpty operation, check if both stack1 and st...
You are provided with 'N' intervals, each containing two integers denoting the start time and end time of the interval.
Your task is to merge all overlapping intervals a...
Merge overlapping intervals and return sorted list of merged intervals by start time.
Sort the intervals based on start time.
Iterate through intervals and merge overlapping ones.
Return the merged intervals in sorted order.
Round duration - 60 Minutes
Round difficulty - Medium
This round had 2 coding questions - first one related to Binary Tree and the second one was a simple question from Bit Manipulation. This was followed by some questions from OOPS.
You are given a Binary Tree, and you need to determine the length of the diameter of the tree.
The diameter of a binary tree is the length of the longest path betwe...
The task is to find the diameter of a binary tree, which is the length of the longest path between any two end nodes in the tree.
Traverse the tree to find the longest path between two nodes.
Keep track of the maximum diameter found during traversal.
The diameter may not necessarily pass through the root node.
Consider both left and right subtrees while calculating the diameter.
Example: For input 1 2 3 4 -1 5 6 -1 7 -1 -1
Determine if it is possible to reorder the digits of a given integer 'N' such that the resulting number is a power of two. The leading digit must not be zero.
The fir...
The problem involves determining if it is possible to reorder the digits of a given integer to form a power of 2.
Iterate through all possible permutations of the digits of the given integer.
Check if any of the permutations form a power of 2.
Return 1 if a valid permutation is found, else return 0.
Advantages of OOP include code reusability, modularity, and easier maintenance.
Code reusability: Objects can be reused in different parts of the program, reducing redundancy.
Modularity: OOP allows for breaking down complex problems into smaller, more manageable parts.
Easier maintenance: Changes to one part of the codebase do not necessarily affect other parts, making maintenance easier.
Encapsulation: Data hiding and ab...
Access specifiers define the level of access to class members in Object-Oriented Programming.
Access specifiers include public, private, protected, and default
Public members are accessible from outside the class
Private members are only accessible within the class
Protected members are accessible within the class and its subclasses
Default access is when no access specifier is specified
Round duration - 30 Minutes
Round difficulty - Easy
This was my last round and I hoped it to go good just like the other rounds. The interviewer was very straight to point
and professional. The interview lasted for 30 minutes.
Tip 1 : Must do Previously asked Interview as well as Online Test Questions.
Tip 2 : Go through all the previous interview experiences from Codestudio and Leetcode.
Tip 3 : Do at-least 2 good projects and you must know every bit of them.
Tip 1 : Have at-least 2 good projects explained in short with all important points covered.
Tip 2 : Every skill must be mentioned.
Tip 3 : Focus on skills, projects and experiences more.
Queue can be implemented using two stacks by maintaining the order of elements in the stacks.
Create two stacks, let's call them stack1 and stack2
When an element is enqueued, push it to stack1
When an element is dequeued, pop all elements from stack1 and push them to stack2
Pop the top element from stack2 and return it as the dequeued element
If stack2 is empty, repeat step 3
To get the front element of the queue, peek the
Left join returns all records from left table and matching records from right table. Full outer join returns all records from both tables.
Left join is used to combine two tables based on a common column.
In left join, all records from the left table are returned along with matching records from the right table.
If there is no match in the right table, NULL values are returned.
Example: SELECT * FROM table1 LEFT JOIN table...
Magic functions are special methods in PHP that start with __. Autoloading is a way to automatically load classes.
Magic functions are used to handle certain events in PHP, such as object creation or property access.
Autoloading allows PHP to automatically load classes when they are needed, without requiring manual includes.
Magic functions can be used in conjunction with autoloading to dynamically load classes or handle
Given three sorted arrays, find common elements.
Create three pointers to traverse each array
Compare the elements at the pointers and move the pointer of the smallest element
If all pointers point to the same element, add it to the result and move all pointers
Repeat until any pointer reaches the end of its array
Check if a number is a power of 2 or not.
A power of 2 has only one bit set in its binary representation.
Use bitwise AND operator to check if the number is a power of 2.
If n is a power of 2, then n & (n-1) will be 0.
Event bubbling is the propagation of an event from the innermost child element to the outermost parent element.
Events triggered on a child element will also trigger on its parent elements
The event travels up the DOM tree until it reaches the document object
Can be stopped using event.stopPropagation()
Can be useful for event delegation
The .on('click',function() is a more flexible method than .click(function())
The .on() method can handle multiple events and selectors
The .click() method can only handle one event and one selector
The .on() method can also handle dynamically added elements
The .click() method cannot handle dynamically added elements
Function to check if two strings are anagram or not
Create two character arrays from the strings
Sort the arrays
Compare the sorted arrays
Function to determine the order of integers in an array.
Check first and last element to determine if increasing or decreasing
Check for inflection point to determine if order changes
Return order type as string
Optimize images, minify code, reduce HTTP requests, use caching, and lazy loading.
Optimize images using compression and appropriate file formats
Minify code to reduce file size and improve load times
Reduce HTTP requests by combining files and using sprites
Use caching to store frequently accessed data locally
Implement lazy loading to defer loading of non-critical resources
Design a database schema for a movie site with user ratings and recommendations.
Create tables for movies, users, ratings, and recommendations
Use foreign keys to link tables
Include columns for movie genre and user watch history
Algorithm for recommendations can use user watch history and ratings to suggest similar movies
Function to simulate dice roll with equal probability without using random function
Use a toss function that returns either 0 or 1 with equal probability
Call the toss function 3 times and convert the result to a binary number
If the binary number is greater than 0 and less than or equal to 6, return it
If the binary number is greater than 6, repeat the process
Query to fetch duplicate email from table
Use GROUP BY and HAVING clause to filter out duplicates
SELECT email, COUNT(*) FROM table_name GROUP BY email HAVING COUNT(*) > 1;
This will return all the duplicate emails in the table
I was interviewed in Aug 2021.
Round duration - 90 minutes
Round difficulty - Medium
This round had 3 coding questions of Medium to Hard level of difficulty.
Given two integer arrays ARR1
and ARR2
of sizes 'N' and 'M' respectively, find the intersection of these arrays. The intersection is defined as the se...
Find the intersection of two unsorted arrays while maintaining the order of elements from the first array.
Iterate through the elements of the first array and check if they exist in the second array.
Use a hash set to keep track of elements already seen in the second array for efficient lookup.
Maintain the order of elements from the first array while finding the intersection.
Handle duplicate elements in both arrays appro...
Given an infinite supply of coins of varying denominations, determine the total number of ways to make change for a specified value using these coins. If it's not possible to make...
The task is to determine the total number of ways to make change for a specified value using given denominations.
Create a function that takes in the number of denominations, the denominations array, and the value to make change for as input
Use dynamic programming to iterate through all possible combinations of coins to make the specified value
Keep track of the number of ways to make change for each value from 0 to the ...
Given a string S
of length L
, determine the length of the longest substring that contains no repeating characters.
"abac...
Find the length of the longest substring without repeating characters in a given string.
Use a sliding window approach to keep track of the longest substring without repeating characters.
Use a hashmap to store the index of each character in the string.
Update the start index of the window when a repeating character is encountered.
Calculate the maximum length of the substring as you iterate through the string.
Round duration - 60 minutes
Round difficulty - Medium
This round started with 2 coding questions and then moved on to some more questions from OOPS.
You are provided with a singly linked list of integers. Your task is to determine whether the given singly linked list is a palindrome. Return true
if it is a pali...
Check if a given singly linked list is a palindrome or not.
Traverse the linked list to find the middle element using slow and fast pointers.
Reverse the second half of the linked list.
Compare the first half with the reversed second half to determine if it's a palindrome.
Given a sorted array that has been rotated, the task is to find the index of a specific element. The array is initially sorted in ascending order and then rotated ...
Search for an element in a rotated sorted array efficiently in O(logN) time complexity.
Implement binary search to find the pivot point where rotation occurs.
Divide the array into two subarrays and perform binary search on the appropriate subarray.
Handle cases where the element may be in the left or right subarray after rotation.
Return the index of the element if found, else return -1.
A static variable in C is a variable that retains its value between function calls.
Declared using the 'static' keyword
Retains its value throughout the program's execution
Useful for maintaining state across function calls
Abstraction is hiding the implementation details while inheritance is a mechanism for creating new classes using existing classes.
Abstraction focuses on hiding the internal implementation details of a class, allowing the user to only interact with the necessary information.
Inheritance allows a class to inherit properties and behavior from another class, promoting code reusability and creating a hierarchy of classes.
Abs...
Round duration - 60 minutes
Round difficulty - Medium
This round had questions mainly from HTML,CSS and JavaScript as I had mentioned some Frontend Projects in my resume so the interviewer wanted to check my skills on those. He also asked me some SQL queries and a simple coding question towards the end of the interview.
Event bubbling is the process where an event triggered on a child element is propagated up through its parent elements.
In event bubbling, when an event occurs on a child element, it first runs the event handlers on the child element, then on its parent, then all the way up to the top level of the DOM.
Event bubbling allows for delegation of event handling to a parent element, reducing the number of event listeners neede...
Optimizing website asset loading involves minimizing file sizes, reducing HTTP requests, utilizing caching, and prioritizing critical resources.
Minimize file sizes by compressing images, scripts, and stylesheets.
Reduce HTTP requests by combining files, using sprites, and lazy loading non-essential resources.
Utilize browser caching to store static assets locally for faster subsequent page loads.
Prioritize critical resou...
There are multiple ways to display HTML elements, including inline, block, inline-block, and flex.
HTML elements can be displayed as inline, which allows them to flow with surrounding content.
Block elements take up the full width available and start on a new line.
Inline-block elements are displayed as blocks, but flow like inline elements.
Flexbox allows for more advanced layout options, such as aligning items and distri
Anagrams are words or names that can be formed by rearranging the letters of another word. For instance, 'spar' can be rearranged to form 'rasp', making them anagrams.
Check if two strings are anagrams by rearranging their letters.
Create a frequency map of characters for both strings
Compare the frequency maps to check if they are equal
Return True if the frequency maps are equal, else False
Round duration - 30 minutes
Round difficulty - Easy
This is a cultural fitment testing round. HR was very frank and asked standard questions. Then we discussed about my role.
Tip 1 : Must do Previously asked Interview as well as Online Test Questions.
Tip 2 : Go through all the previous interview experiences from Codestudio and Leetcode.
Tip 3 : Do at-least 2 good projects and you must know every bit of them.
Tip 1 : Have at-least 2 good projects explained in short with all important points covered.
Tip 2 : Every skill must be mentioned.
Tip 3 : Focus on skills, projects and experiences more.
I applied via LinkedIn and was interviewed in Jul 2024. There was 1 interview round.
Coding test based on Binary trees, String Manipulation
Majorily on SQL and Databases
Use CSS to align two images with same width and height on a page
Set both images to have the same width and height using CSS
Use flexbox or grid layout to align the images horizontally or vertically
Adjust margins or padding to fine-tune the alignment
I was interviewed in Dec 2021.
Round duration - 60 Minutes
Round difficulty - Medium
It has 3 Coding Questions of medium-hard level and the time limit was 1 hour only. I don’t exactly remember the questions but I was able to do only two of them completely.
Your task is to construct the largest number possible by concatenating each of the provided positive integers in the array exactly once.
Integer T denoting the nu...
Construct the largest number by concatenating positive integers in the array exactly once.
Sort the array of integers in a way that the concatenation of the numbers forms the largest possible number.
Use a custom comparator function to sort the numbers based on their concatenated values.
Join the sorted array elements to form the final largest number.
Given an integer array ARR
of length N
, determine the count of longest increasing subsequences present in the array.
The Longest I...
Count the number of longest increasing subsequences in an integer array.
Identify the longest increasing subsequences in the array
Count the number of such subsequences
Consider the constraints while implementing the solution
Examples: For input [50, 3, 90, 60, 80], the output is 2
Round duration - 60 Minutes
Round difficulty - Medium
First, the interviewer introduced himself and then asked to introduce myself. Then he asked about the projects I did. After an introductory discussion on projects, he gave me 3 coding questions on their personal live code environment.
He asked me to explain the approach first and then code it down. I had to explain the time complexity of each solution and optimal code if possible with lesser time complexity.
You are provided with a cache that can hold a maximum of 'N' elements. Initially, this cache is empty. There are two main operations you can perform on this cache:
Implement a cache with insert, update, and retrieve operations, returning results of retrieve operations in order.
Create a cache data structure with specified size 'N'.
Implement insert and update operations based on the given criteria.
For retrieve operation, return the value associated with the 'U_ID' if present, else return -1.
Handle cases where the cache is full and least frequently used items need to be removed.
Retu...
Given a string S
composed of digits ranging from 2 to 9, determine all possible strings that can be created by mapping these digits to their correspon...
Given a phone number, generate all possible words by mapping digits to letters on a T9 keypad.
Create a mapping of digits to letters on a T9 keypad
Use recursion to generate all possible combinations of letters for the given phone number
Sort the resulting strings in lexicographical order
You are given an array containing N
words. Your task is to derive the shortest prefix for each word that uniquely identifies it amongst the other words. For instance, given t...
Given an array of words, find the shortest unique prefix for each word.
Create a Trie data structure to efficiently store and search for prefixes.
Traverse the Trie to find the shortest unique prefix for each word.
Return the list of shortest unique prefixes for all words.
Round duration - 60 Minutes
Round difficulty - Hard
In this round interviewer gave me 2 coding questions and asked me to code on any editor of my choice. I opened VS code to code those problems.
Given an array arr
of length N
consisting of integers, find the sum of the subarray (including empty subarray) with the maximum sum among all subarrays.
Find the sum of the subarray with the maximum sum among all subarrays in a given array.
Iterate through the array and keep track of the maximum sum subarray seen so far.
Use Kadane's algorithm to efficiently find the maximum subarray sum.
Handle cases where all elements are negative by returning the maximum element in the array.
Consider the sum of an empty subarray as 0.
Design and implement a data structure for the Least Recently Used (LRU) cache, which supports the following operations:
1. get(key) - Return the value associated with the key if ...
Implement a Least Recently Used (LRU) cache data structure with get and put operations.
Use a combination of a hashmap and a doubly linked list to efficiently implement the LRU cache.
Keep track of the least recently used item and remove it when the cache reaches its capacity.
Update the position of an item in the cache whenever it is accessed or updated.
Ensure constant time complexity for both get and put operations by u...
Round duration - 40 Minutes
Round difficulty - Easy
The interviewer was very friendly. He asked me about myself and previous interviews.
Tip 1 : Do at least 2-3 Development Projects as it creates a great impression.
Tip 2 : Do it simply don't include complex terms to explain anything/concept.
Tip 3 : Practice as many questions as you can.
Tip 1 : Resume should be one page only as being a fresher impacts a lot.
Tip 2 : Resumes should contain all the links for projects and certificates as it impresses the interviewer.
based on 2 interviews
Interview experience
based on 1 review
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