Question 1

Which technique is used to handle the problem of overfitting in NLP models?

Options :

A : Gradient Descent

B : Batch Normalization

C : Dropout Regularization

D : Max Pooling

Answer: C

Question 2

Which of the following is a key application area of AI in healthcare?

Options :

A : Diagnosing diseases from medical images.

B : Monitoring daily exercise routines.

C : Predicting stock market trends.

D : Designing new medical devices.

Answer: A

Question 3

Which type of machine learning algorithm is used when the output is a continuous value?

Options :

A : Regression

B : Classification

C : Association

D : Clustering

Answer: A

Question 4

What are the ethical implications of AI-generated content, such as deepfakes?

Options :

A : Protection of intellectual property rights

B : Misinformation and manipulation of public opinion

C : Increased transparency and authenticity in media

D : Enhancement of creative industries

Answer: B

Question 5

Which of the following tasks in NLP involves converting speech into text?

Options :

A : Speech Recognition

B : Sentiment Analysis

C : Text-to-Speech

D : Machine Translation

Answer: A