MISSION 132

Overfitting

Learn how to detect overfitting and about the bias-variance tradeoff.

Objectives

  • Learn how to detech overfitting for a model.
  • Learn how to understand the bias-variance tradeoff.

Mission Outline

1. Introduction
2. Bias and Variance
3. Bias-variance tradeoff
4. Multivariate models
5. Cross validation
6. Plotting cross-validation error vs. cross-validation variance
7. Conclusion
8. Next steps
9. Takeaways

machine-learning-intermediate

Course Info:

Machine Learning in Python: Intermediate

Intermediate

The average completion time for this course is 10-hours.

This course requires a premium subscription and includes 1 free mission and 5 paid missions, which includes 1 guided project.  It is the 21st course in the Data Scientist in Python path.

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