Train a model to establish a baseline
- Human level performance (HLP)
- Literature search for state-of-the-art / open source
- Quick-and-dirty implementation
- Performance of older system
Baseline helps to indicate what might be possible. In some cases (such as HLP) is also gives a sense of what is irreducible error / Bayes error.