An intrusion detection system is a security mechanism that continuously analyzes network traffic or system behavior to identify and alert users to potential unauthorized access attempts or policy breaches.
L1 and L2 regularization are the best ways to manage overfitting and perform feature selection when you’ve got a large set of features in a machine learning model.