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DSA Interview Patterns Roadmap
DSA Cheatsheet and Templates

Cheatsheet: DP State Design

Revise DP State Design quickly before interviews.

May 29, 2026·20

Learning Outcome

Revise DP State Design quickly before interviews.

Pattern Recognition

ItemDetail
Core signalYou need fast syntax or template recall.
Use whenUse after learning the concept, not as a substitute for understanding.
Avoid whenThe required invariant is not monotonic or the input constraints point to a simpler direct scan.

Intuition

A compact template protects attention for the actual problem invariant.

Exact Practice Question Names

  • state meaning
  • transition
  • base case
  • answer extraction

Interview Approach

  1. state meaning
  2. transition
  3. base case
  4. answer extraction
  5. Dry-run once before finalizing code.

Pseudocode

- state meaning\n- transition\n- base case\n- answer extraction

Sample Dry Run

Pick one known problem and map each template line to a real state change.

Edge Cases

  • Empty containers
  • Boundary indices
  • Overflow
  • Tie-breaking

Common Mistakes

  • Copying syntax without adapting state
  • Skipping empty checks
  • Ignoring language-specific defaults

Complexity

ItemDetail
Expected timeTemplate dependent.
Expected spaceTemplate dependent.

Java, C++ and Python Notes

  • Java: prefer explicit classes and clear helper methods over clever one-liners.
  • C++: use vector, unordered_map, set, priority_queue, and long long when sums can grow.
  • Python: keep state readable with dict, set, deque, heapq, and lru_cache where appropriate.

Quick Revision Checklist

  • Name the pattern before coding.
  • State the invariant or DP state in one sentence.
  • Dry-run the smallest non-trivial example.
  • Close with time and space complexity.

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