THE FIRST RULE OF MACHINE LEARNING: START WITHOUT MACHINE LEARNING

Summary from the TLDR Web Dev newsletter

The first rule of machine learning is to start without it. It's best to initially tackle problems using simpler methods like heuristics and rules. This approach provides a baseline understanding of the data and problem and can even outperform machine learning models in certain cases.