What is the difference between L1 and L2 regularization?



What is the difference between L1 and L2 regularization?..

Answer / Suman Nagar

"L1 Regularization: It adds a penalty proportional to the absolute value of coefficients in the model. This can help minimize overfitting by promoting simpler models with fewer features, but it may lead to underfitting if too much simplification occurs.nL2 Regularization: It adds a penalty proportional to the square of coefficients in the model. Unlike L1, it promotes models that are not overly complex but still well-fit the data without excessive noise."

Is This Answer Correct ?    0 Yes 0 No

Post New Answer

More HR Questions Interview Questions

Tell me about your work experience? How has it prepared you for a career at Laura Ashley?

1 Answers   Laura Ashley,


In what sort of company do you like to work in? Why?

3 Answers   Aspire, Infogain, TCS,


Are you planning to continue your studies and training at Barnardos?

1 Answers   Barnardos,


where do you see yourself five years from now? Ten years?

1 Answers   SEBI,


When you walk in the Apple Store as a customer, what do you notice about the store/how do you feel when you first walk in?

1 Answers   Apple,


Do you know about Appraisal process?

1 Answers   Amazon,


Introduce yourself. What are your hobbies?

1 Answers   Adobe,


Why should you get promoted

4 Answers   Cap Gemini, Mastek,


what has been your most successful job experience in speech making?

1 Answers   State Street, Subway, Videocon,


Who is our chief executive?

0 Answers  


How has your college experience prepared you for a career at BNY Mellon?

1 Answers   BNY Mellon,


Why does the word 'God' and 'I' have a capital letter?

1 Answers  


Categories