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GIAC Machine Learning Engineer Sample Questions:

1. What is the main use of the 'sigmoid' activation function in neural networks?
Response:

A) To transform the output into a probability
B) To normalize the input data
C) To introduce non-linearity into the model
D) To speed up the training process

2. What is the role of padding in a convolutional layer?
Response:

A) To increase the number of parameters in the model
B) To normalize the inputs
C) To preserve the spatial dimensions of the input data
D) To prevent overfitting

3. Which of the following are common applications of Convolutional Neural Networks?
(Choose two)
Response:

A) Object detection
B) Time-series forecasting
C) Natural language processing
D) Image classification

4. What is the main advantage of using a 'Random Forest' over a 'Decision Tree'?
Response:

A) Higher flexibility in model tuning
B) Reduced risk of overfitting
C) Faster computation
D) Simpler interpretation and understanding

5. 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) Adding more branches to the tree
D) Increasing the depth of the tree

Solutions: