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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Building Models | 40-46% | - Build decision trees and ensemble models - Build neural networks and SVM models - Build regression models - Integrate custom code - Use model interpretability tools - Understand supervised machine learning concepts |
| Topic 2: Model Assessment and Deployment | 24-30% | - Deploy models into production - Apply model assessment principles - Select champion models - Evaluate and compare model performance |
| Topic 3: Data Sources | 30-36% | - Create a project in Model Studio - Perform variable selection - Explore and understand data - Modify and prepare data - Reduce dimensionality |
What does API stand for in the context of data sources?
Correct Answer: C 🗳️
Which of the following metrics is commonly used to evaluate the performance of a binary classification model in a machine learning pipeline?
Correct Answer: C 🗳️
Which data source typically provides access to real-time financial market data?
Correct Answer: C 🗳️
In a supervised machine learning pipeline, what is the purpose of the test data set?
Correct Answer: D 🗳️
Which of the following is a common technique for handling missing data in a machine learning pipeline?
Correct Answer: D 🗳️
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