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GIAC GMLE Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Machine Learning Engineering and Deployment | - ML pipelines
|
| Advanced Topics | - MLOps concepts
|
| Machine Learning Models | - Supervised learning models
|
| Data Preparation and Feature Engineering | - Feature engineering
|
| Machine Learning Foundations | - Mathematical and statistical fundamentals
|
| Model Evaluation and Optimization | - Evaluation metrics
|
GIAC Machine Learning Engineer Sample Questions:
Which of the following are common applications of Convolutional Neural Networks?
(Choose two)
Response:
- A. Time-series forecasting
- B. Image classification
- C. Natural language processing
- D. Object detection
What is the t-test a statistical method used for in machine learning?
Response:
- A. Visualizing the distribution of data
- B. Classifying data into different categories
- C. Reducing the dimensionality of the dataset
- D. Determining if there is a significant difference between the means of two groups
In machine learning, what is a 'Support Vector Machine' (SVM) primarily used for?
Response:
- A. Dimensionality reduction and feature extraction
- B. Time-series forecasting and sequence prediction
- C. Clustering and grouping similar data points
- D. Classification and regression tasks
Which of the following is a commonly used algorithm for clustering?
Response:
- A. k-means
- B. Decision Trees
- C. Support Vector Machines
- D. Logistic Regression
Which statistic is used to measure the relationship between two variables?
Response:
- A. Mean
- B. Correlation coefficient
- C. Standard deviation
- D. Median
