Injecting penalty terms (Lasso and Ridge) into loss functions to prevent model parameters from becoming too complex.
Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani foundations of data science technical publications pdf
5. Emerging Foundations: The Next Era of Technical Literature Injecting penalty terms (Lasso and Ridge) into loss
The authors maintain a free PDF version via Stanford University. foundations of data science technical publications pdf
The theoretical framework of data science relies heavily on classical mathematics. Understanding these foundational elements allows data scientists to move past library frameworks like Scikit-Learn or PyTorch and build custom architectures. High-Dimensional Spaces