elastic net regression Archives - GaussianWaves https://www.gaussianwaves.com/tag/elastic-net-regression/ Signal Processing for Communication Systems Sat, 01 Mar 2025 08:11:54 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.1 https://i0.wp.com/www.gaussianwaves.com/gaussianwaves/wp-content/uploads/2016/02/cropped-gaussianwaves_logo_120_120.png?fit=32%2C32&ssl=1 elastic net regression Archives - GaussianWaves https://www.gaussianwaves.com/tag/elastic-net-regression/ 32 32 163393712 Shrink to Win: Regularization’s Role in Model Success https://www.gaussianwaves.com/2025/03/regularization-techniques-role-in-model-success/ https://www.gaussianwaves.com/2025/03/regularization-techniques-role-in-model-success/#respond Sat, 01 Mar 2025 08:11:48 +0000 https://www.gaussianwaves.com/?p=39418 Overfitting? Shrink your model! Regularization prevents memorization, enabling true learning & robust success. Discover how. A central problem in machine learning is to develop algorithms that work well both on training data and on new inputs (test data). Most machine learning tasks can be generalized as the estimation of a function \(\hat{f}(X)\) that maps the ... Read more

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