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Question 19 - H13-311_V3.5 discussion

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Which of the following algorithms presents the most chaotic landscape on the loss surface?

A.
Stochastic gradient descent
Answers
A.
Stochastic gradient descent
B.
MGD
Answers
B.
MGD
C.
MBGD
Answers
C.
MBGD
D.
BGD
Answers
D.
BGD
Suggested answer: A

Explanation:

Stochastic Gradient Descent (SGD) presents the most chaotic landscape on the loss surface because it updates the model parameters for each individual training example, which can introduce a significant amount of noise into the optimization process. This leads to a less smooth and more chaotic path toward the global minimum compared to methods like batch gradient descent or mini-batch gradient descent, which provide more stable updates.

asked 26/09/2024
Hassan Shafi
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