Your question is Implementing K-Nearest Neighbors. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Write a function to implement K-Nearest Neighbors (KNN) for predicting a value based on input data.