Regularization in Machine Learning

How does regularization work and how can it be used to prevent overfitting?

Content

1. introduction
2. A recap of linear regression

2.1 Regression with a simple dataset

3.0 Regularization

3.1 Ridge regularization

3.2 Lasso regularization

4.0 Ridge Vs Lasso regularization

4.1 Ridge and Lasso regularization as constraint minimization

4.2 Elastic-Net

5.0 A simple regularization example

6.0 Conclusion

7.0 References

1.0 Introduction:

Flexibility refers to the ability of a model to represent complex variations between the feature variables and …

elastic-net lasso-regression learning machine machine learning regularization ridge-regression