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GIAC Machine Learning Engineer Sample Questions (Q52-Q57):

NEW QUESTION # 52
Which of the following is a key advantage of Convolutional Neural Networks (CNNs) in image classification?
Response:

A. They are easy to interpret
B. They work best with time-series data
C. They perform well with structured data
D. They reduce the need for feature engineering by learning features automatically from images

Answer: D

NEW QUESTION # 53
What is the purpose of a validation set in machine learning?
Response:

A. To prevent overfitting
B. To train the model
C. To test the model on unseen data
D. To fine-tune the model's hyperparameters

Answer: D

NEW QUESTION # 54
Which of the following is a supervised learning algorithm?
Response:

A. Autoencoders
B. k-means clustering
C. Support Vector Machine (SVM)
D. Principal Component Analysis (PCA)

Answer: C

NEW QUESTION # 55
Which of the following are important considerations when acquiring data from SQL databases?
(Choose two)
Response:

A. Optimizing queries to handle large datasets efficiently
B. Using raw, unvalidated data for better model accuracy
C. Ignoring null values to prevent any potential issues
D. Ensuring data integrity by maintaining relationships between tables

Answer: A,D

NEW QUESTION # 56
What are correlation matrices useful for in data exploration and visualization?
Response:

A. Identifying missing data
B. Visualizing geographical data
C. Determining the accuracy of a model
D. Understanding relationships between pairs of variables

Answer: D

NEW QUESTION # 57
......

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