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GIAC Machine Learning Engineer Sample Questions (Q139-Q144):
NEW QUESTION # 139
What is the purpose of a p-value in hypothesis testing?
Response:
- A. To measure the correlation between variables
- B. To determine the probability of observing the data given that the null hypothesis is true
- C. To calculate the mean of a dataset
- D. To test for multicollinearity
Answer: B
NEW QUESTION # 140
In the context of anomaly detection, which is the primary advantage of using autoencoders?
Response:
- A. They are faster to train than traditional algorithms
- B. They are capable of detecting complex, non-linear anomalies
- C. They can handle both structured and unstructured data
- D. They reduce the dimensionality of the input data
Answer: B
NEW QUESTION # 141
Which two types of probabilities are essential in machine learning applications?
(Choose two)
Response:
- A. Uncertainty probability
- B. Absolute probability
- C. Conditional probability
- D. Marginal probability
Answer: C,D
NEW QUESTION # 142
What is the primary goal of supervised learning?
Response:
- A. To identify hidden patterns in data without guidance
- B. To learn a function that maps input data to known output labels
- C. To cluster data into predefined categories
- D. To group similar data points without labeled outputs
Answer: B
NEW QUESTION # 143
In a CNN, what is the purpose of the pooling layer?
Response:
- A. To add non-linearity to the model
- B. To combine features and reduce the dimensionality of the data
- C. To normalize the input data
- D. To increase the resolution of the input image
Answer: B
NEW QUESTION # 144
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