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GIAC Machine Learning Engineer Sample Questions:

1. When scraping web data for machine learning, which of the following should you consider to ensure data quality?
Response:

A) Collecting as much data as possible without validation
B) Scraping only structured data
C) Ensuring data is collected regularly and follows copyright laws
D) Avoiding the use of any API

2. P-values in hypothesis testing are used to:
Response:

A) Calculate the mean of the data sample
B) Visualize the distribution of data
C) Determine the practical significance of results
D) Estimate the probability of observing the data given the null hypothesis is true

3. What is the t-test a statistical method used for in machine learning?
Response:

A) Determining if there is a significant difference between the means of two groups
B) Classifying data into different categories
C) Visualizing the distribution of data
D) Reducing the dimensionality of the dataset

4. What does the term 'epoch' refer to in the context of training a deep learning model?
Response:

A) The process of tuning hyperparameters
B) The initial phase of model training
C) The final phase of model training
D) A single iteration over the entire dataset

5. Which of the following are characteristics of hierarchical clustering?
(Choose two)
Response:

A) It can be either agglomerative or divisive
B) It scales better for large datasets compared to k-means
C) It requires specifying the number of clusters in advance
D) It creates a tree-like structure of nested clusters

Solutions: