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    ← DSA Roadmap
    #️⃣
    Topic #8

    Hashing

    Hash maps and hash sets for O(1) lookups. Essential for frequency counting and two-sum type problems.

    Time

    Insert/Search/Delete: O(1) average, O(n) worst

    Space

    O(n)

    Problems

    4 must-do

    Key Patterns

    Frequency Counter
    Two Sum Pattern
    Grouping by Key
    Sliding Window + HashMap
    Prefix Sum + HashMap

    πŸ“‹ Must-Do Problems

    #ProblemDifficultyAsked At
    1Two Sum
    Easy
    Google
    Amazon
    Microsoft
    2Group Anagrams
    Medium
    Google
    Amazon
    Meta
    3Subarray Sum Equals K
    Medium
    Google
    Meta
    Amazon
    4LRU Cache
    Hard
    Google
    Amazon
    Microsoft

    πŸ’‘ Key Concepts

    1.

    HashMap: key-value pairs. HashSet: unique values only

    2.

    Hash collision handling: chaining (linked list) or open addressing

    3.

    In Python, use defaultdict for cleaner code

    4.

    Prefix sum + HashMap is a powerful pattern for subarray problems

    Continue Practicing

    DSA Roadmap DSA Interview Q&A Practice Games