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GIAC Machine Learning Engineer Sample Questions (Q139-Q144):
NEW QUESTION # 139
In machine learning, what does 'pruning' a decision tree involve?
Response:
- A. Removing branches to reduce complexity and overfitting
- B. Splitting the tree into multiple smaller trees
- C. Increasing the depth of the tree
- D. Adding more branches to the tree
Answer: A
NEW QUESTION # 140
Which of the following are common applications of Convolutional Neural Networks?
(Choose two)
Response:
- A. Natural language processing
- B. Object detection
- C. Image classification
- D. Time-series forecasting
Answer: B,C
NEW QUESTION # 141
Which metric is commonly used to evaluate the performance of a classification model?
Response:
- A. Root Mean Squared Error (RMSE)
- B. Mean Absolute Error (MAE)
- C. R-squared
- D. Accuracy
Answer: D
NEW QUESTION # 142
In the context of deep learning, what is a 'convolutional layer' primarily used for?
Response:
- A. To classify input data into different categories
- B. To extract features from input data like images
- C. To accelerate the training process of the network
- D. To reduce the size of the neural network
Answer: B
NEW QUESTION # 143
What does Bayes' Theorem provide in the context of machine learning?
Response:
- A. A technique for visualizing data distributions
- B. A mechanism for speeding up computations
- C. A method for calculating the likelihood of different hypotheses
- D. A strategy for optimizing neural networks
Answer: C
NEW QUESTION # 144
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