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GIAC Machine Learning Engineer Sample Questions (Q11-Q16):
NEW QUESTION # 11
In machine learning, what is a 'Support Vector Machine' (SVM) primarily used for?
Response:
- A. Classification and regression tasks
- B. Dimensionality reduction and feature extraction
- C. Clustering and grouping similar data points
- D. Time-series forecasting and sequence prediction
Answer: A
NEW QUESTION # 12
Which activation function is typically used in the output layer of a neural network for binary classification?
Response:
- A. ReLU
- B. Sigmoid
- C. Tanh
- D. Softmax
Answer: B
NEW QUESTION # 13
You are using a CNN to classify images in a dataset. After several epochs of training, you notice that the model performs well on the training set but poorly on the validation set. This suggests overfitting.
What steps should you take to improve the generalization of the model?
Response:
- A. Train the model for more epochs and reduce the use of regularization
- B. Implement dropout in the fully connected layers, apply data augmentation to increase the variability of the training data, and consider early stopping to prevent overfitting
- C. Remove padding to simplify the architecture
- D. Reduce the size of the dataset and increase the number of convolutional layers
Answer: B
NEW QUESTION # 14
In machine learning, what is 'model validation'?
Response:
- A. The method of improving the model's performance
- B. The process of training the model
- C. The practice of combining multiple models
- D. The technique of testing the model on unseen data
Answer: D
NEW QUESTION # 15
Which of the following is the median of the dataset {3, 7, 9, 12, 15}?
Response:
- A. 0
- B. 1
- C. 2
- D. 3
Answer: B
NEW QUESTION # 16
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