Regression Methods in Machine Learning

You already know how a straight line can show a relationship between variables. But real data is rarely that simple. In this chapter, we move beyond the straight line and look at flexible techniques that learn patterns straight from the data — no equation needed. By the end, you will understand how nearest neighbors, decision trees, ensembles, and neural networks predict numbers, and when to use each one.