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GIAC Machine Learning Engineer Sample Questions:

1. Which of the following are important considerations when acquiring data from SQL databases?
(Choose two)
Response:

A) Ensuring data integrity by maintaining relationships between tables
B) Using raw, unvalidated data for better model accuracy
C) Ignoring null values to prevent any potential issues
D) Optimizing queries to handle large datasets efficiently

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

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

3. Stochastic Gradient Descent differs from traditional Gradient Descent by:
Response:

A) Using a fixed learning rate throughout the training process
B) Updating model parameters after evaluating the entire dataset
C) Updating model parameters after evaluating each data point
D) Eliminating the need for a learning rate

4. What is the purpose of inferential statistics in machine learning?
Response:

A) To visualize complex datasets
B) To classify data into different categories
C) To make predictions about a population based on a sample
D) To describe the basic features of data

5. In a regression model, the mean squared error (MSE) loss function measures:
Response:

A) The total sum of squared residuals
B) The average of absolute errors
C) The proportion of variance explained by the model
D) The average of the squares of the differences between actual and predicted values

Solutions: