l1 and l2 regularization

Why Use Regularization in Nanotechnology?

Nanotechnology often involves dealing with high-dimensional data and complex models. Regularization techniques like l1 and l2 can help in:
- Preventing Overfitting: Ensuring that the models generalize well to new data.
- Feature Selection: Identifying the most important features affecting the outcomes.
- Improving Model Interpretability: Making it easier to understand which variables are most impactful.
- Enhancing Predictive Accuracy: Leading to more reliable and robust predictions.

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