This is a complete, ready-to-teach lesson on K-Nearest Neighbors (KNN). Perfect for Data Science, Machine Learning, Artificial Intelligence, and Computer Science courses at the high school, college, university, or bootcamp level. The lesson explains what KNN is, how it works, the full algorithm, distance measures, choosing K, example walkthroughs, and failure cases, all with clear visuals and step-by-step explanations. ────────── ⋆⋅☆⋅⋆ ────────── ✨✨ What This Lesson Covers ✨✨ ✔ What is K-Ne