Regularization – Howard Nguyen https://howardnguyen.com Ph.D. in Data Science Sun, 30 Jun 2024 18:06:52 +0000 en hourly 1 https://wordpress.org/?v=6.8.3 https://howardnguyen.com/wp-content/uploads/2023/05/H-icon3-36x36.png Regularization – Howard Nguyen https://howardnguyen.com 32 32 What is regularization and why it is important? https://howardnguyen.com/what-is-regularization-and-why-it-is-important/ Sun, 30 Jun 2024 17:50:21 +0000 https://howardnguyen.com/?p=1134 Why it is important? Regularization is a technique used in machine learning and statistics to prevent overfitting, which occurs when a model learns the noise in the training data instead of the actual underlying patterns. Regularization adds a penalty to the model’s complexity, discouraging it from fitting too closely to the training data. This helps improve the model’s generalization to new…

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