Phase 20 · Data Structures & Algorithms

Topics

HashMap

Part of the AI Engineer Roadmap.

Summary

A key-value data structure with average O(1) lookup — the single most useful structure for turning brute-force O(n²) solutions into O(n) ones.

How to Learn This

  • 1Solve frequency-counting and lookup-based problems using hashmaps.
  • 2Practice recognizing when a nested loop can be replaced by a hashmap lookup.
  • 3Learn hashmap-based patterns: two-sum variants, grouping, deduplication.
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