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Session 5 - Overfitting, Regularization, and Dataset Balance in Machine Learning
Stanford CS231N | Spring 2025 | Lecture 3: Regularization and Optimization
Regularization in a Neural Network | Dealing with overfitting
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Last Updated: August 23, 2026
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![[LECTURE 5a] Overfitting | Underfitting | Generalization | Cross-Validation in Machine Learning](https://i.ytimg.com/vi/QoRiZ9F8cxI/mqdefault.jpg)
![[LECTURE 5b] Overfitting | Underfitting | Generalization | Cross-Validation in Machine Learning](https://i.ytimg.com/vi/4dj8-9pEKys/mqdefault.jpg)
![[LECTURE 5d] Overfitting | Underfitting | Generalization | Cross-Validation in Machine Learning](https://i.ytimg.com/vi/ljjnlSiMMyU/mqdefault.jpg)
![Full [LECTURE 5c] Overfitting | Underfitting | Generalization | Cros-Validation in Machine Learning Guide](https://i.ytimg.com/vi/HETiOkFV7MQ/mqdefault.jpg)