Here are the pictures of two different problems.

Two classes. We want to use a neural network to solve these problems.

What’s the difference between them?

You can separate both classes from the first problem using a line.

This is a "linearly-separable" problem.

You can't use a line to separate the two classes on the second problem.

This is a much more complex problem.