Multi-Task Learning QUIZ - MCQ QUESTIONS AND ANSWERS

Question: 1

What is the primary goal of multi-task learning?

Question: 2

Which of the following is an advantage of multi-task learning?

Question: 3

In a multi-task learning setting, what is the purpose of shared representations?

Question: 4

Which of the following is a common technique used in multi-task learning to share knowledge across tasks?

Question: 5

What is the primary challenge in designing a multi-task learning model?

Question: 6

In multi-task learning, what is "negative transfer"?

Question: 7

What is the primary difference between multi-task learning and transfer learning?

Question: 8

In multi-task learning, what is the purpose of task-specific layers?

Question: 9

In multi-task learning, what is "positive transfer"?

Question: 10

Which of the following best describes the concept of "hard parameter sharing" in multi-task learning?

Question: 11

Which of the following best describes the concept of "soft parameter sharing" in multi-task learning?

Question: 12

Which of the following is a common application of multi-task learning?

Question: 13

In a multi-task learning setting, which of the following can be considered as an auxiliary task?

Question: 14

Which of the following best describes the concept of "taskonomy" in multi-task learning?

Question: 15

Which of the following is a reason for using curriculum learning in multi-task learning?

Question: 16

In multi-task learning, what is the purpose of a gating mechanism?

Question: 17

What is the primary advantage of using attention mechanisms in multi-task learning?

Question: 18

Which of the following best describes the concept of "lifelong learning" in multi-task learning?

Question: 19

In multi-task learning, what is the purpose of a task-specific loss function?

Question: 20

What is the primary challenge of multi-objective multi-task learning?

Question: 21

Which of the following is an example of a multi-task learning problem?

Question: 22

Which of the following best describes "task decomposition" in the context of multi-task learning?

Question: 23

In multi-task learning, what is the purpose of regularization?

Question: 24

What is the primary disadvantage of hard parameter sharing in multi-task learning?

Question: 25

What is the primary disadvantage of soft parameter sharing in multi-task learning?

Question: 26

In multi-task learning, which of the following is an example of joint training?

Question: 27

In multi-task learning, what is the purpose of task weighting?

Question: 28

What is the primary advantage of dynamic task weighting in multi-task learning?

Question: 29

In multi-task learning, which of the following is an example of a hard constraint?

Question: 30

In multi-task learning, which of the following is an example of a soft constraint?