Lasso Regression

Lasso Regression is a linear regression technique that performs both variable selection and regularization to improve the prediction accuracy and interpretability of the model. It adds a penalty term to the cost function of the linear regression model, which shrinks the coefficients of the less important features to zero, effectively removing them from the model. This helps to prevent overfitting and improve the generalization performance of the model. Lasso Regression is particularly useful when dealing with high-dimensional datasets with many features, where it can automatically select the most relevant features and discard the irrelevant ones. It is also commonly used in feature engineering and feature selection tasks, as it can provide insights into the importance of different features in the dataset.
Your Previous Searches
Random Picks
  • X-ray Spectroscopy: X-ray spectroscopy is a technique used to study the electronic structure of materials by analyzing the way they interact with X-rays. X-ray spectroscopy can provide information about the chemical composition, electronic structure, and bondi ... Read More >>
  • Nanotechnology: Nanotechnology is a field of science and engineering that deals with the design, production, and application of materials and devices with nanoscale dimensions. It involves the manipulation of matter at the atomic, molecular, and supramolec ... Read More >>
  • Gene Expression: Gene expression is the process by which information from a gene is used in the synthesis of a functional gene product, such as a protein or RNA molecule. In the context of data science, gene expression refers to the measurement of the activ ... Read More >>
Top News

Uber CEO Dara Khosrowshahi calls Elon Musk's vision for Tesla robotaxis 'pretty ...

Uber CEO Dara Khosrowshahi appeared on Friday's episode of the Hard Fork podcast, where he spoke about the future of the autonomous vehicle industry....

News Source: Business Insider on 2024-10-20

After Cynthia Erivo Called "Wicked" Fan Art "Offensive," Ariana Grande Has Offer...

"It's so much bigger than us."View Entire Post ›...

News Source: Buzzfeed on 2024-10-20

Google Research execs reveal how they use AI in their daily lives — and where ...

Google execs on the Research team told Business Insider their favorite uses of AI, like looking up products with Lens or translating pages....

News Source: Business Insider on 2024-10-20

Google DeepMind CEO Demis Hassabis explains what needs to happen to move from ch...

Demis Hassabis, the CEO of Google DeepMind, recently discussed what he thinks will be the next phase of AI after chatbots....

News Source: Business Insider on 2024-10-19

This is OpenAI CEO Sam Altman's favorite question about AGI...

Altman said artificial general intelligence will facilitate "scaffolding that exists between all of us."...

News Source: Business Insider on 2024-10-19