question: Suppose you are given the below data, and you want to apply a logistic regression model for classifying it into two given classes.<image 1>You are using logistic regression with L1 regularization.<image 2>Where C is the regularization parameter, and w1 & w2 are the coefficients of x1 and x2.Which of the following option is correct when you increase the value of C from zero to a very large value?
  Options: A: First, w2 becomes zero, and then w1 becomes zero, B: First, w1 becomes zero, and then w2 becomes zero, C: Both become zero at the same time, D: Both cannot be zero even after a very large value of C