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GIAC Machine Learning Engineer Sample Questions:

1. What is the main use of the NumPy library in Python for machine learning?
Response:

A) Data visualization
B) Text processing
C) Handling large arrays and matrices
D) Web scraping

2. Which of the following is commonly used to prevent overfitting in deep neural networks?
Response:

A) Decreasing the dataset size
B) Increasing the learning rate
C) Increasing the number of hidden layers
D) Using dropout during training

3. What is Random Forest an example of?
Response:

A) A reinforcement learning technique
B) A clustering algorithm
C) A neural network architecture
D) An ensemble learning method

4. In a CNN, what is the purpose of the pooling layer?
Response:

A) To increase the resolution of the input image
B) To normalize the input data
C) To combine features and reduce the dimensionality of the data
D) To add non-linearity to the model

5. Which techniques are commonly used to evaluate the quality of clustering results?
(Choose two)
Response:

A) Confusion matrix
B) ROC curve
C) Elbow method
D) Silhouette score

Solutions: