Question: What is a potential drawback of using the Adagrad optimization algorithm in logistic regression training over an extended period? A ) The learning rates might

What is a potential drawback of using the Adagrad optimization algorithm in logistic regression training over an extended period?
A) The learning rates might become too large, leading to divergent behavior.
B) The cumulative sum of squared gradients in the denominator might cause learning rates to shrink excessively, nearly halting learning.
C) The algorithm excessively focuses on minimizing bias rather than variance.
D) The model parameters might reset spontaneously during training.

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Students Have Also Explored These Related Databases Questions!