Question 1

Which method is best for conducting effective A/B testing?

Options :

A : Using a single version for all user interactions

B : Segmenting users and testing multiple features

C : Comparing different versions with random user groups

D : Applying complex algorithms to all user segments

Answer: C

Question 2

Which challenge is commonly associated with deploying Edge AI solutions?

Options :

A : Limited computational power and resources on edge devices

B : Complex data integration with central cloud systems

C : High bandwidth requirements for edge-to-cloud data transfer

D : Increased latency due to local data processing

Answer: A

Question 3

In which deep learning library would you primarily use tf.data for efficient data input pipelines and dataset manipulation?

Options :

A : PyTorch

B : Theano

C : TensorFlow

D : MXNet

Answer: C

Question 4

In reinforcement learning, what is the purpose of the reward signal?

Options :

A : It penalizes actions

B : It optimizes actions

C : It updates policies

D : It guides exploration

Answer: B

Question 5

Which method is recommended for managing risks related to data privacy when deploying ML models in production environments?

Options :

A : Reducing training data size

B : Increasing model complexity

C : Hyperparameter tuning

D : Data anonymization and encryption

Answer: D