NVIDIA
NCA-GENM
Q1:
Which of the following best describes the role of machine learning in handling multimodal data?
○
A
To focus on textual data analysis.○
B
To reduce the amount of data needed for accurate predictions.○
C
To eliminate the need for human intervention in data analysis.○
D
To enable models to learn from and interpret diverse data types.
NVIDIA
NCA-GENM
Q2:
In the development of Trustworthy AI, what is the significance of 'Certification' as a principle?
○
A
It requires AI systems to be developed with an ethical consideration for societal impacts.○
B
It ensures that AI systems are transparent in their decision-making processes.○
C
It mandates that AI models comply with relevant laws and regulations specific to their deployment region and industry.○
D
It involves verifying that AI models are fit for their intended purpose according to regional or industry-specific standards.
NVIDIA
NCA-GENM
Q3:
What is the significance of A/B testing in ML software engineering?
○
A
A/B testing is used to measure the impact of changes in the user interface of a ML application.○
B
A/B testing helps in optimizing the hyperparameters of a machine learning model.○
C
A/B testing is irrelevant in ML software engineering.○
D
A/B testing helps in evaluating the performance and effectiveness of different machine learning models.
NVIDIA
NCA-GENM
Q4:
Which technique is commonly used to speed up AI model training and inference on hardware accelerators?
○
A
Quantization○
B
Data augmentation○
C
Model enlargement○
D
Dropout
NVIDIA
NCA-GENM
Q5:
What is the purpose of a kernel in a Convolutional Neural Network (CNN)?
○
A
To perform convolution operations on input data.○
B
To calculate the loss function.○
C
To classify the data into different categories.○
D
To normalize the input data.