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GIAC Machine Learning Engineer Sample Questions (Q135-Q140):
NEW QUESTION # 135
P-values in hypothesis testing are used to:
Response:
- A. Visualize the distribution of data
- B. Estimate the probability of observing the data given the null hypothesis is true
- C. Determine the practical significance of results
- D. Calculate the mean of the data sample
Answer: B
NEW QUESTION # 136
What is the role of the centroid in the k-means clustering algorithm?
Response:
- A. It represents the boundary between two clusters
- B. It serves as the initial seed for the clustering process
- C. It is the point that minimizes the error in each cluster
- D. It is the geometric center of a cluster, representing the mean of the data points in that cluster
Answer: D
NEW QUESTION # 137
In machine learning, what is 'model validation'?
Response:
- A. The method of improving the model's performance
- B. The technique of testing the model on unseen data
- C. The process of training the model
- D. The practice of combining multiple models
Answer: B
NEW QUESTION # 138
Which of the following are common applications of Convolutional Neural Networks?
(Choose two)
Response:
- A. Image classification
- B. Time-series forecasting
- C. Natural language processing
- D. Object detection
Answer: A,D
NEW QUESTION # 139
You are analyzing the performance of machine learning models by comparing their error rates. After calculating the mean and standard deviation of the errors for each model, you notice that one model has a high standard deviation compared to the others.
What does this suggest about the model's performance, and what steps can you take to improve it?
Response:
- A. The mean error is sufficient to evaluate performance, and standard deviation can be ignored
- B. The high standard deviation suggests that the model's errors are inconsistent; you should apply regularization or tune hyperparameters to reduce variability
- C. Increase the dataset size without making any changes to the model
- D. The model's performance is optimal, and no changes are needed
Answer: B
NEW QUESTION # 140
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