Machine learning is about constructing algorithms that can approximate complex functions from observations of input/output pairs. Machine learning is related to Statistics since its goal is to make predictions based on data.
Examples of such functions include:
- Image classification
- Time-series prediction
- Language modeling
Regression
The goal is to approximate a target function \(f\) or signal \(S\).