GIAC Machine Learning Engineer : GMLE

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GIAC Machine Learning Engineer Sample Questions:

1. What is a key step in preprocessing data for machine learning?
Response:

A) Normalizing or standardizing the data
B) Increasing the size of the dataset artificially
C) Simplifying the model architecture
D) Selecting a suitable machine learning algorithm

2. What is the Fourier Series used for in data science?
Response:

A) To calculate the mean of the dataset
B) To determine the probability of an event
C) To generate random numbers for a model
D) To break down periodic functions into sums of sine and cosine terms

3. 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 describe the basic features of data
D) To make predictions about a population based on a sample

4. What is the main advantage of using a 'Random Forest' over a 'Decision Tree'?
Response:

A) Faster computation
B) Simpler interpretation and understanding
C) Higher flexibility in model tuning
D) Reduced risk of overfitting

5. What is NumPy essential for in data science?
Response:

A) Building interactive dashboards
B) Text processing and natural language understanding
C) Web scraping and data collection
D) Handling large arrays and matrices efficiently

Solutions: