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GIAC Machine Learning Engineer Sample Questions:

1. Which statistic is used to measure the relationship between two variables?
Response:

A) Median
B) Mean
C) Standard deviation
D) Correlation coefficient

2. What is the main purpose of the latent space in an autoencoder?
Response:

A) To store weights for model training
B) To generate labels for the dataset
C) To classify anomalies directly
D) To serve as a compressed representation of the input data

3. 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

4. Which of the following are common applications of regression models?
(Choose two)
Response:

A) Predicting house prices based on various features
B) Clustering customer segments
C) Forecasting sales trends over time
D) Classifying spam emails

5. What does 'grid search' refer to in hyperparameter tuning?
Response:

A) The process of randomly selecting hyperparameters for testing
B) A method to visualize the performance of different models
C) A technique to search exhaustively through a specified subset of hyperparameters
D) A strategy for reducing the number of hyperparameters

Solutions: