A beginner-friendly guide to Big O notation: how to read time and space complexity, spot slow loops, and choose faster algorithms without heavy math.

A practical walkthrough for Windows: install Python from python.org, configure VS Code, create a virtual environment, and run your first script without the usual PATH headaches.