Books/Designing Machine Learning Systems
- Choosing metrics
- Always start with the business problem first
- Choosing loss functions
- Decouple multiple objectives and recombine them to make it easier to maintain/develop models
- Data vs Mind
- Data stages
- Collect / store / transform / aggregate / learn
- See also ML Ops