Question 1

What is a potential ethical concern regarding the deployment of AI in decision-making systems?

Options :

A : Applying AI algorithms uniformly across different domains without adaptation

B : Increasing the model-s complexity to handle more diverse data

C : Reducing the number of parameters in the AI model to improve performance

D : Using AI solely for enhancing operational efficiency without assessing fairness

Answer: D

Question 2

Which type of neural network is best suited for handling spatial data, such as images, by leveraging convolutional layers to detect patterns?

Options :

A : Convolutional Neural Network

B : Generative Adversarial Network

C : Feedforward Neural Network

D : Recurrent Neural Network

Answer: A

Question 3

In a Convolutional Neural Network, which layer applies a filter to an input image to produce feature maps highlighting different aspects of the image?

Options :

A : Convolutional Layer

B : Fully Connected Layer

C : Pooling Layer

D : Batch Normalization Layer

Answer: A

Question 4

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

Question 5

Which evaluation metric is most suitable for imbalanced datasets?

Options :

A : F1 Score

B : Precision

C : Mean Squared Error

D : Accuracy

Answer: A

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