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GIAC Machine Learning Engineer Sample Questions:

1. Which Python library is commonly used for data manipulation and analysis in machine learning?
Response:

A) Matplotlib
B) Keras
C) Pandas
D) TensorFlow

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

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

3. Which of the following are common applications of Convolutional Neural Networks?
(Choose two)
Response:

A) Natural language processing
B) Object detection
C) Time-series forecasting
D) Image classification

4. Which of the following are common activation functions used in neural networks?
(Choose two)
Response:

A) Sigmoid function
B) ReLU (Rectified Linear Unit)
C) Batch normalization
D) Weight initialization

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

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

Solutions: