Machine Learning Fundamentals - Model Generalizability References

Lesson references

For supplemental reading material on this topic, check out the following resources:

• Scikit Learn CV
• Cross-Validation Example.
• Review this academic paper on the underpinnings of the hold-out method, LOOCV, and k-folds.
• Review the scikit-learn documentation on cross-validation.
• Review this Stanford lesson on bias / variance and cross-validation.
• Review this blog post on why TTS is not always sufficient.
• Review this Stack Exchange discussion on approximate TTS and validation set sizes.
• Google Crash Course