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GIAC Machine Learning Engineer Sample Questions:

1. What is the primary goal of supervised learning?
Response:

A) To identify hidden patterns in data without guidance
B) To cluster data into predefined categories
C) To learn a function that maps input data to known output labels
D) To group similar data points without labeled outputs

2. In SQL databases, which operation is typically used to join data from multiple tables?
Response:

A) DROP
B) INSERT
C) JOIN
D) SELECT

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

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

4. Which are common sources of data used in machine learning pipelines?
(Choose two)
Response:

A) Manual calculations
B) Model ensembling
C) Web scraping
D) APIs

5. How does 'L1 regularization' differ from 'L2 regularization' in machine learning?
Response:

A) L1 is for neural networks; L2 is for decision trees
B) L1 is used for regression; L2 is used for classification
C) L1 optimizes the learning rate; L2 optimizes the batch size
D) L1 adds the absolute value of coefficients; L2 adds the square of coefficients

Solutions: