CrackML by @ml.with.umang
Interview questions / Python & DSA
Python & DSA interview question

Validate a Number

Determine whether a string is a valid decimal number, excluding exponent notation in this variation.

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The 60-second answer

Use a single pass with explicit parser state for sign, digits, and decimal point. Target O(n) time and O(1) space.

Build the answer in this order

1
Clarify constraints

Use a single pass with explicit parser state for sign, digits, and decimal point.

2
Choose the approach

Target O(n) time and O(1) space.

3
Prove complexity

Call out edge cases such as leading signs, lone decimal points, leading zeros, and trailing decimals.

4
Test edge cases

Explain the invariant before coding, then dry-run a small case and state time/space complexity.

A useful interview mental model

This is the shape of a strong answer—not a script to memorize.

01Clarify
02Approach
03Implement
04Test
05Complexity

Senior-level signal

  • Prefer a small finite-state parser over regex so correctness is explainable and testable.
  • State the grammar first, then derive code from it; senior signal is reducing ambiguity before implementation.

What the interviewer is really testing

Problem decomposition, correctness, data-structure choice, complexity reasoning, and clean implementation under pressure.

Likely follow-up questions

Can you improve the time or space complexity?
Which edge case is most likely to break this solution?
How would you test this under interview time pressure?

Common weak-answer patterns

  • Starting to code before constraints are clear.
  • Giving complexity without explaining why it is correct.
  • Skipping adversarial and boundary cases.