DSA, High & Low Level System Designs
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Data Structures & Algorithms
Number Theory
Master core number theory concepts like factors, GCD/LCM, primes, exponentiation, modulo arithmetic, nCr, sieves, and competitive problem-solving with real test practice.
Number of Common Factors
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Add Two Integers
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Product of factors of number
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Repeating GCD
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Exponentiation
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Factorial
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GCD & LCM
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Prime Numbers and Primality Check
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Sieve of Eratosthenes
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Binary Exponentiation
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Modulo Arithmetic
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Inverse Modulo
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nCr Computations using inverse modulo
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Find all factorial numbers less than or equal to N
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GCD, LCM and Distributive Property
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Product of Prime Factors
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Find Prime numbers in a range
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HackerRank Test
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Math
Build strong problem-solving skills with math-based algorithms covering numbers, dates, patterns, primes, and real coding test challenges.
Plus One
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Sqrt(x)
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Power of Four
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Excel Sheet Column Title
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Reverse Integer
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Factorial Trailing Zeroes
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Fibonacci Number
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Palindrome Number
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Check If It Is a Straight Line
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Count Days Spent Together
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Minimum Sum of Four Digit Number After Splitting Digits
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Day of the Year
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Subtract the Product and Sum of Digits of an Integer
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Prime Arrangements
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HackerRank Test
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Bit Manipulation
Learn to solve problems using bitwise operations like XOR, set bits, Hamming distance, and efficient binary tricks with test-based practice.
Single Number
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XOR Operation in an Array
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Sum of All Subset XOR totals
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Convert a number to hexadecimal
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Prime Number of Set Bits in Binary Representation
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Maximum XOR of Two Numbers in an Array
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XOR Queries of a Subarray
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Total Hamming Distance
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Single Number II
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Find Sum Of Different Corresponding Bits For All Pairs
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Divide Two Integers
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Bitwise ORs of Subarrays
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Bit Manipulation Quiz
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HackerRank Test
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Searching (Beginner)
Learn essential searching techniques like binary search, array and matrix search, rotations, medians, and optimization problems with hands-on practice and tests.
sqrt(x)
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Binary Search
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Intersection of Two Array II
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Count Negative Numbers in a Sorted Matrix
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Check if Array is Sorted and Rotated
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Rotate String
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Find Peak Element
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Single Element in a Sorted Array
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Minimum Swaps to Sort
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Matrix Median
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Search in Rotated Sorted Array
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Minimum Size Subarray Sum
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Maximum Height Of The Staircase
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Median Of Two Sorted Arrays
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Searching Quiz
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HackerRank Test
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Searching (Advanced)
Learn essential searching techniques like binary search, array and matrix search, rotations, medians, and optimization problems with hands-on practice and tests.
Reach a Number
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Most Profit Assigning Work
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Ways to Split Array Into Three Subarrays
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Plates between Candles
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Aggressive Cows
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Smallest Good Base
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Allocate Books
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Nth Magical Number
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Painters Partition Problem
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Matrix Search
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Rotate Image
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Find Minimum In Rotated Sorted Array
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HackerRank Test
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Recursion
Understand recursion through classic problems like permutations, subsets, combinations, and game-based logic, with quizzes and test practice.
Fibonacci Number
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Power of Four
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Merge Two Sorted Lists
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Power of Two
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All Unique Permutations
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Combination Sum
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Permutations
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Subsets
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Combination Sum ii
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Gray Code
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Subsets ii
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Permutation Sequence
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Find the Winner of the Circular Game
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Recursion Quiz
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HackerRank Test
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Backtracking
Learn systematic search using backtracking to generate combinations, permutations, paths, and constraint-based solutions with test practice.
Sum of All Subset XOR Totals
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Binary Watch
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Letter Tile Possibilities
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Generate Parantheses
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Unique Paths III
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NQueens
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Permutations II
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Number Of Squareful Arrays
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Palindrome Partitioning
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Gray Code
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N-Queens II
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Numbers With Same Consecutive Differences
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Backtracking Quiz
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HackerRank Test
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Sorting (Beginner)
Learn basic sorting techniques and apply them to array-based problems, comparisons, and simple optimizations with quizzes and test practice.
Third Largest Number
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Sort Array By Parity II
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How Many Numbers are smaller than the current Number?
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Fair Candy Swap
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K Closest Points to Origin
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Maximum Difference
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Maximum Difference Between Increasing Elements
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Number of sextuplets
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Corporate Flight Bookings
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Chocolate Distribution Problem
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Sum Special Triplets Elements 3 Arrays
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Find Right Interval
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Sorting Algorithms Quiz
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HackerRank Test
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Sorting (Advanced)
Master advanced sorting techniques and counting-based problems like inversions, range sums, permutations, and optimized rearrangements with interview-level practice.
Find the Distance value between Two Arrays
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Merge Similar items
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Split with Minimum Sum
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Sort Even and Odd Indices Independently
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Count of smaller numbers after self
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Count of Range Sum
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Reverse pairs
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Lexicographically largest permutation of the array such that a[i] = a[i-1] + gcd(a[i-1], a[i-2])
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Possible Arrangement Of Persons Waiting To Sit In A Hall
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Inversion count in an array
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Max Chunks To Make Sorted II
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Reducing Dishes
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HackerRank Test
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Two Pointer
Learn the two-pointer technique to efficiently solve array and string problems involving pairs, windows, water trapping, and optimization.
Find the Index of the First Occurrence in a String
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Is Subsequence?
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Check if N and its Double exist
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Squares of a Sorted Array
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Count of pairs with the given sum
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Minimum Size Subarray Sum
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Minimize the absolute difference
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Smallest sequence with given Primes
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Container With Most Water
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Given Two Sorted Arrays Number X Find Pair Whose Sum Closest X
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Counting Triangles
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Trapping Rain Water
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Longest Chunked Palindrome Decomposition
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Two-Pointer Approach Quiz
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HackerRank Test
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Hashing (Beginner)
Learn how hashing simplifies problem-solving using maps and sets for fast lookups, subarrays, frequency counting, and pattern detection.
Two Sum
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Find the Difference
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Fair Candy Swap
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Maximum Number of Ballons
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Subarray with 0 sum
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Subarray Sum Equals K
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Largest Continuous Sequence Zero Sum
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Longest Consecutive Sequence
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Equal
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Anagrams
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Valid Sudoku
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Set Matrix Zeros
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Find Pairs In Array Whose Sums Already Exist In Array
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Hashing Quiz
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Hashing (Advanced)
Master advanced hashing techniques to solve string, geometry, window-based, and randomized problems with interview-level efficiency.
Check if N and its Double exist
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How many Numbers are Smaller than the current number
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Sum of Unique Elements
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Decode the Message
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Palindrome Pairs
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Window String
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Longest Substring Without Repeat
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Points on same line
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Count Right Triangles
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Diffk ii
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Grid Illumination
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Find rectangle with corners as 1
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Random Pick with Blacklist
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HackerRank Test
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Strings
Master string manipulation concepts including patterns, palindromes, conversions, parsing, and comparisons with practical problem-solving and tests.
Repeated Substring Pattern
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Valid Palindrome II
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Find Common characters
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Check if a word occurs as a Prefix of any word in a sentence
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Day of the Year
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Longest Common Prefix
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Compare Version Numbers
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Compare Version Numbers
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Reverse the String
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Implement Strstr
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Integer To Roman
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Roman To Integer
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Pretty Json
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String Operations Quiz
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HackerRank Test
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Stacks
Master stack-based problem solving through real coding questions, advanced patterns, quizzes, and HackerRank-style tests.
Valid Parentheses
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Next Greater Element I
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Number of Students unable to eat Lunch
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Remove all Adjacent Duplicates in String
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Evaluate Expression
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Min Stack
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Largest Rectangle in Histogram
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Trapping Rain Water
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Nearest Smaller Element
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Brace Expansion II
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Maximal Rectangle
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Stack Operations Quiz
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Stack Operations Quiz
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HackerRank Test
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Queues
Learn queue-based problem solving with real-world coding questions, sliding window patterns, quizzes, and HackerRank tests.
Implement Stack using Queues
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First Unique Character in a String
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Implement Queue using Stacks
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Time needed to Buy Tickets
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Sum of min and max
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Reversing the first K elements of a Queue
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N integers containing only 1, 2 & 3
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Gas Station
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Sliding Window Maximum
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Given A String Find Its First Non Repeating Character
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Max Value of Equation
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Shortest Subarray with Sum at Least K
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Queues Quiz
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HackerRank Test
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Linked List (Beginner)
Build strong linked list fundamentals through classic problems, pointer techniques, quizzes, and HackerRank tests.
Merge Two Sorted Lists
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Palindrome Linked List
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Intersection of Two Linked Lists
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Middle of the Linked List
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Remove Nth Node From End of List
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List Cycle
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Reverse Linked List Ii
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Populating Next Right Pointers in Each Node
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Linked List Quiz
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HackerRank Test
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Linked List (Advanced)
Master advanced linked list designs and transformations with complex problems, in-place algorithms, and real system-style questions.
Design Hashmap
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Remove Duplicates from Sorted List
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Linked List Cycle
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Merge Two Sorted Lists
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Flatten a Multilevel Doubly Linked List
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Clone a Linked List
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Intersection of Linked Lists
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Remove Duplicates From Sorted List ii
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Remove Duplicates From Sorted List
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Length Longest Palindrome List Linked List Using O(1) Extra Space
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Design a Text Editor
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Linked List Quiz 2
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Trees (Beginner)
Learn binary tree fundamentals with traversal techniques, construction problems, depth checks, and hands-on practice tests.
Same Tree
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Maximum Depth of Binary Tree
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Binary Tree Inorder Traversal
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Binary Tree Preorder Traversal
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Binary Tree Postorder Traversal
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Binary Tree From Inorder And Postorder
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Balanced Binary Tree
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Check Tree Traversal
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Binary Tree Zigzag Level Order Traversal
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Construct Binary Tree From Preorder And Inorder Traversal
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Binary Tree Level Order Traversal
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Populating Next Right Pointers in Each Node
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HackerRank Test
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Trees (Intermediate)
Strengthen tree problem-solving with symmetry checks, views, transformations, traversals, and serialization techniques.
Symmetric Tree
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Invert Binary Tree
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Binary Tree Tilt
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Evaluate Boolean Binary Tree
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Vertical Order traversal
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Binary Tree Right Side View
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Sum Tree
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2-Sum Binary Tree
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TOP VIEW
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Boundary Traversal Of Binary Tree
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Add One Row to Tree
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Serialize and Deserialize Binary Tree
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Trees & BST
Solve core tree and BST problems covering traversal, validation, construction, LCA, path sums, and optimization patterns.
Convert Sorted Array to BST
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Find Mode in BST
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Minimum Absolute difference in BST
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Two Sum IV - Input is a BST
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Search in a BST
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Kth Largest Element in a Stream
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Recover Binary Search Tree
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Sorted Array To Balanced BST
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BST Iterator
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Left view of binary tree
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Least Common Ancestor
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Invert the Binary Tree
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Valid Binary Search Tree
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Binary Tree to CDLL
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Sum Root To Leaf Numbers
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Symmetric Binary Tree
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Identical Binary Trees
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Path Sum
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BST (Advanced)
Deep dive into advanced BST problems focusing on distance queries, range operations, traversals, and complex tree paths.
Minimum Distance between BST nodes
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Increasing order BST
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Range Sum of BST
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Leaf nodes from Preorder of a Binary Search Tree
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Odd even level difference
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Minimum Distance between Nodes of BST
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Boundary Traversal Of Binary Tree
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2sum Binary Tree
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Binary Tree Paths
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All Nodes Distance K In Binary Tree
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Binary Search Tree (BST) Quiz
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Heap
Learn heap-based problem solving for top-K elements, priority queues, scheduling, and real interview-style challenges.
Take Gifts from the Richest Pile
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Delete greatest value in each row
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Make Array zero by Subtracting equal amounts
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Minimum amount of time to fill cups
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N max pair combinations
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Kth Largest Element in an Array
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Merge k Sorted Lists
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B Closest Points to Origin
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Ways To Form Max Heap
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Kth Largest Element In An Array
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Magician And Chocolates
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Sliding Window Median
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Binary Heap Quiz
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HackerRank Test
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Greedy
Understand greedy decision-making through optimization problems, scheduling strategies, and classic interview challenges.
Largest Perimeter Triangle
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Longest Palindrome
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Maximum Sum with exactly K elements
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Minimum Moves to convert string
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Maximize Sum Of Array After K Negations
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Assign Mice to Holes
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Seats
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Meeting rooms
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Job Sequencing Problem
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Task Scheduler
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Kth Smallest Element In A Sorted Matrix
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Minimum Number of Refueling Stops
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Reducing Dishes
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Greedy Algorithm Quiz
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Dynamic Programming (Beginner)
Learn DP fundamentals through classic problems like Fibonacci, stock trading, subsequences, and optimal decision making.
Pascal's Triangle
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Best time to Buy and Sell Stock
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Fibbonacci Number
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Best Time to Buy and Sell Stock II
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House Robber
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Climbing Stairs
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Length of Longest Fibonacci Subsequence
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Min Jumps Array
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Coins in a Line
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Longest Increasing Subsequence
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Tiling A Rectangle With The Fewest Squares
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Max Sum Without Adjacent Elements
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Dynamic Programming Quiz
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Dynamic Programming (Intermediate)
Strengthen DP skills with subsequences, grid paths, coin problems, pattern matching, and optimization techniques.
Pascal's Triangle II
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Counting Bits
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Is Subsequence?
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Perfect Squares
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Minimum cost for tickets
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Min Sum Path in Matrix
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Longest Palindromic Subsequence
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Longest Common Subsequence
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Longest Increasing Subsequence
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Unique Paths In A Grid
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Coin Sum Infinite
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Coins In A Line
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Regular Expression Matching
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Dynamic Programming Concepts
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Dynamic Programming (Advanced)
Master advanced DP with complex string problems, partitioning, optimization patterns, and multi-state interview challenges.
Divisor Game
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N-th Tribonacci Number
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Get Maximum in Generated Array
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Predict the Winner
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Maximum length of Pair Chain
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Longest String chain
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Minimum Time to make Rope colorful
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Nth Fibbonacci Number
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Get Maximum in Generated Array
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Divisor Game
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Edit Distance
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Word Break
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Regular Expression Matching
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Regular Expression ii
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Interleaving String
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Palindrome Partitioning II
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Longest Palindromic Substring
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Matrix chain multiplication
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Unique Binary Search Trees ii
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Tushars Birthday Party
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Distinct Subsequences
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Evaluate Expression To True
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Russian Doll Envelopes
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Word Break II
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Palindrome Partitioning II
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Word Break
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Stock Trading Dynamic Programming Problems
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Graph (Beginner)
Learn graph fundamentals through traversal, connectivity, shortest paths, grid-based problems, and core graph concepts.
Find if Path exists in Graph
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Find Center of Star Graph
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Island Perimeter
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Minimum Depth of Binary Tree
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Rotting Oranges
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Capture Regions on Board
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Black Shapes
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Frog Position After T Seconds
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Smallest Multiple With 0 And 1
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Number Of Islands
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Jump Game IV
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Shortest Path Visiting All Nodes
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Graph Theory Concepts
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Graph Types and Algorithms
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Graph (Advanced)
Solve advanced graph problems using shortest paths, topological sorting, connectivity checks, and classic interview algorithms.
Min Cost to Connect All points
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Find All Possible recipes from Given Supplies
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All Ancestos of a Node in a Directed Acyclic Graph
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Number of Provinces
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Possibility of finishing all courses given pre-requisites
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Commutable Islands
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Knight On Chess Board
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Dijkstra
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Word Ladder I
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Word Ladder II
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Is Graph Bipartite?
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Graph Algorithms
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Trie
Learn trie-based techniques for prefix matching, XOR optimizations, substring detection, and advanced string problems.
Segment Tree
Understand segment trees for efficient range queries, updates, and solving complex interval-based problems.
Low Level System Design
Low Level Design (Basic Building Blocks)
Learn core LLD concepts like inheritance, association, composition, aggregation, with a quick quiz to test understanding.
Solid Principles
Understand SOLID principles to design clean, scalable, and maintainable systems, with a quiz to reinforce concepts.
Creational Design Patterns
Learn object creation patterns like Factory, Builder, Singleton, and more, with a quiz to test understanding.
Structural Design Patterns
Learn patterns like Adapter, Decorator, Facade, and Bridge to structure flexible systems, with a quiz to test understanding.
Behavioural Design Patterns
Understand interaction-focused patterns like Command, Observer, State, and Strategy, with a quiz to test concepts.
LLD Topics
Pizza factory
Design a Pizza Factory system from requirements to diagrams, code implementation, and interview Q&A.
SQL Query builder
Design an SQL Query Builder from requirements to diagrams, code implementation, and interview Q&A.
Logger
Design a Logger system covering requirements, diagrams, code, and interview Q&A
Introduction & Class Diagram
Video - 00:3:03 mins
Code Part 01
Video - 00:10:46 mins
Singleton Logger
Video - 00:2:38 mins
Code Part 02
Video - 00:2:02 mins
Requirements
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Identification of actors
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Use case diagram
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Class diagram
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QnA
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Activity Diagram
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Code
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Car Price Calculator
Design a Car Price Calculator from requirements to diagrams, code implementation, and interview Q&A.
Car Price Calculator LLD Chapter 1
Video - 00:00:00 mins
Car Price Calculator LLD Chapter 2
Video - 00:00:00 mins
Car Price Calculator LLD Chapter 3
Video - 00:00:00 mins
Car Price Calculator LLD Chapter 4
Video - 00:00:00 mins
Car Price Calculator LLD Chapter 5
Video - 00:00:00 mins
Requirements
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Identification of actors
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Use case diagram
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Class Diagram
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QnA
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Activity Diagram
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Code
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Weather Station
Design a Weather Station system from requirements to diagrams, code implementation, and interview Q&A.
Ticket management system
Design a Ticket Management System from requirements to diagrams, code implementation, and interview Q&A.
Payment processor
Design a Payment Processor from requirements to diagrams, code implementation, and interview Q&A.
Payment Processor LLD Chapter 1
Video - 00:2:47 mins
Payment Processor LLD Chapter 2
Video - 00:3:48 mins
Payment Processor LLD Chapter 3
Video - 00:6:51 mins
Payment Processor LLD Chapter 4
Video - 00:9:10 mins
Requirements
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Identification of actors
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Use case diagram
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Class diagram
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QnA
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Activity Diagram
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Code
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Elevator System
Design an Elevator System from requirements to diagrams, code implementation, and interview Q&A.
Car parking
Design a Car Parking system covering requirements, diagrams, services, logging, design patterns, and complete code implementation.
Introduction Video
Video - 00:00:55 mins
Use Case Diagram
Video - 00:3:44 mins
Class Diagram
Video - 00:6:07 mins
Class Diagram continued
Video - 00:5:30 mins
Services
Video - 00:9:57 mins
Parking Service
Video - 00:8:00 mins
Discussion on Parking Spots and Parking Service
Video - 00:8:12 mins
Activity Diagram
Video - 00:4:17 mins
Coding Part 1
Video - 00:34:46 mins
How to add Logging in the system
Video - 00:6:03 mins
Coding Part 2 (Adding Logging in the system)
Video - 00:6:03 mins
Implementing Parking pots using Decorator Design pattern
Video - 00:2:35 mins
Coding Part 3
Video - 00:12:12 mins
Requirements
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Identification of actors
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Use case diagram
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Class diagram
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QnA
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Activity Diagram
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Code
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Social media
Design a Social Media system from requirements to diagrams, code implementation, and interview Q&A.
WhatsApp
Design a WhatsApp-like system from requirements to diagrams, code implementation, and interview Q&A.
Amazon
Design an Amazon-like system from requirements to diagrams, code implementation, and interview Q&A.
PayPal
Design a PayPal-like payment system from requirements to diagrams, code implementation, and interview Q&A.
Assignment
Apply design patterns by implementing the Snakes and Ladders game end-to-end.
High Level Design
High Level Design ( Building Blocks )
Learn core HLD concepts like scalability, consistency, caching, databases, real-time systems, and GenAI-enabled APIs.
What is HLD?
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Consistent Hashing
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Caching
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Load Balancing
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CAP Theorem
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Indexes
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Redundancy and Replication
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SQL vs NoSQL
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Data Partitioning
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Long Polling and WebSockets
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Retrieval Augmented Generation (RAG)
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Gen AI-enabled API Systems
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Quorum
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TinyURL
Design a TinyURL system covering requirements, capacity planning, APIs, databases, caching, scaling, and testing.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High-Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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Rate Limiter
Design a Rate Limiter covering requirements, capacity planning, APIs, data storage, caching, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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Typeahead suggestion (Google queries)
Design a Typeahead system covering requirements, capacity planning, APIs, data storage, caching, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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Pastebin
Design a Pastebin-like system covering requirements, capacity planning, APIs, databases, caching, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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DropBox
Design a Dropbox-like system covering requirements, capacity planning, APIs, storage, caching, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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Instagram
Design an Instagram-like system covering requirements, capacity planning, APIs, databases, caching, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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Messenger
Design a Messenger system covering requirements, capacity planning, APIs, databases, caching, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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BookMyShow
Design a BookMyShow-like ticketing system covering requirements, capacity planning, APIs, databases, caching, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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Uber/Ola
Design a ride-hailing system covering requirements, capacity planning, APIs, databases, real-time matching, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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Newsfeed
Design a Newsfeed system covering requirements, capacity planning, APIs, databases, caching, feed generation, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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Youtube/Netflix
Design a video streaming system covering requirements, capacity planning, APIs, storage, caching, scaling, and reliability.
Introduction
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Requirements & Goals of the System
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Capacity Estimations & Constraints
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System APIs
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Database design & Schema
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High Level Design
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QnA
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Purging & Db Cleanup
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Database Partitioning & Replication
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Cache & Load Balancing
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What is Typeahead Suggestion?
A Typeahead Suggestion (often referred to as Autocomplete) is a search assistance feature that shows potential search queries or suggestions to users as they start typing. It’s commonly seen in search bars across websites and mobile apps where the application predicts the full search term or provides possible choices based on the user’s input.
For example, if a user types “New Y”, the system might show suggestions like:
- New York
- New Year
- New York Times
The feature dynamically updates the suggestions based on each new character typed, allowing users to quickly select or refine their search query.
Why Typeahead Suggestions are Important?
- Enhanced User Experience: Typeahead suggestions help users save time and effort by showing relevant search options or completing their search query as they type. This reduces the need for users to type the full query and helps them find what they’re looking for faster.
- Reduced Errors: By guiding users with appropriate suggestions, it minimizes the chances of spelling mistakes or ambiguous search terms.
- Increased Engagement: Well-designed typeahead suggestions encourage users to engage with your platform more often. It provides immediate feedback, and users feel more in control of their search experience.
- Efficient Query Handling: Typeahead suggestions can help optimize backend performance by limiting the number of database or search engine queries. Instead of running a search query every time a user types a character, the system can provide suggestions based on pre-indexed data.
Core Concepts to Discuss
In your high-level design of Typeahead Suggestions, you can focus on several key aspects:
- Data Sources: Where does the data for suggestions come from (e.g., user history, search index, or external datasets)?
- Search Algorithms: What algorithms are used to match the user’s input to potential suggestions (e.g., prefix matching, fuzzy search, etc.)?
- Caching and Performance: How to ensure fast response times when providing suggestions, even under high load.
- Scaling: How to handle large datasets of search terms efficiently, especially as the number of users and queries grows.
- Personalization: How to make suggestions relevant to individual users based on their history or preferences.
- UI/UX Design: How to present the suggestions in a user-friendly and visually appealing way.