ML-02 · Advanced · Industry 5.0: 🤝 Human-centred
Feature engineering, tuning and responsible machine learning
What turns a working model into a good, trustworthy one: features, leakage, imbalanced data, tuning, explanations and fairness.
- Self-study hours
- 37
- Class hours
- 24 (9 at beginner depth)
- Lessons
- 10
- Free certifications
- 2
- Library resources
- 8
✓ All 10 lessons expert reviewed
What you will be able to do
- Create features that lift a model, and avoid the leakage that fakes good results
- Tune models efficiently and pick the metric that matches the business cost
- Explain predictions with SHAP and check decisions about people for fairness
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