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GIAC Machine Learning Engineer Sample Questions:

1. In machine learning, what does 'pruning' a decision tree involve?
Response:

A) Splitting the tree into multiple smaller trees
B) Increasing the depth of the tree
C) Removing branches to reduce complexity and overfitting
D) Adding more branches to the tree

2. Which of the following is a key step in data acquisition for machine learning models?
Response:

A) Model deployment
B) Data cleaning
C) Hyperparameter tuning
D) Model evaluation

3. In machine learning, what is a 'Support Vector Machine' (SVM) primarily used for?
Response:

A) Time-series forecasting and sequence prediction
B) Clustering and grouping similar data points
C) Classification and regression tasks
D) Dimensionality reduction and feature extraction

4. Which of the following metrics is commonly used to evaluate the performance of a regression model?
Response:

A) F1 score
B) Precision
C) Mean Squared Error (MSE)
D) Confusion matrix

5. In the context of machine learning, what is a 'loss function' used for?
Response:

A) To reduce the memory usage of the model
B) To increase the speed of training
C) To select the most important features of the data
D) To evaluate the performance of the model

Solutions: