Question 1

How can you handle missing values when importing a CSV file into pandas?

Options :

A : Use replace()

B : Use dropna()

C : Use convert_dtypes()

D : Use fillna()

Answer: D

Question 2

What is a significant ethical challenge associated with the deployment of White Box XAI models?

Options :

A : Risk of revealing sensitive data through transparency

B : Difficulty in achieving model accuracy

C : Potential over-reliance on human interpretations

D : Complexity in maintaining model interpretability

Answer: A

Question 3

What is the key advantage of the "Thompson Sampling" method over the "Upper Confidence Bound" (UCB) method in Multi-Armed Bandits?

Options :

A : Thompson Sampling is simpler to implement

B : Thompson Sampling performs better in environments with large action spaces

C : Thompson Sampling naturally handles uncertainty in reward estimates

D : Thompson Sampling does not require parameter tuning

Answer: C

Question 4

What is the purpose of using "dynamic lane management" in traffic control?

Options :

A : To create additional lanes for emergency vehicles

B : To maintain the physical condition of road lanes

C : To synchronize lane changes with traffic signals

D : To assign lanes to different traffic types based on real-time demand

Answer: D

Question 5

Which Raspberry Pi accessory is commonly used to capture images and videos?

Options :

A : USB Keyboard

B : GPIO Expansion Board

C : External Hard Drive

D : Raspberry Pi Camera Module

Answer: D