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What is Linear & Polynomial Regression Notes about?
The document provides comprehensive notes on linear and polynomial regression, detailing the models, loss functions, and methods for deriving parameters using least squares and maximum likelihood approaches. It also introduces ridge regression as a regularized form of linear regression, explaining its objective function and properties. Examples are included to illustrate the application of these concepts in simple cases.
- Author
- anish31dktu
- Language
- EN