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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Sources | 30-36% | - Modify and prepare data - Explore and understand data - Perform variable selection - Create a project in Model Studio - Reduce dimensionality |
| Topic 2: Building Models | 40-46% | - Integrate custom code - Build decision trees and ensemble models - Use model interpretability tools - Understand supervised machine learning concepts - Build neural networks and SVM models - Build regression models |
| Topic 3: Model Assessment and Deployment | 24-30% | - Evaluate and compare model performance - Apply model assessment principles - Select champion models - Deploy models into production |
1. What is the main advantage of ensemble methods in model building?
A) They produce simple and interpretable models
B) They combine multiple models to improve predictive performance
C) They require minimal data preprocessing
D) They work well with high-dimensional data
2. What does API stand for in the context of data sources?
A) Application Programming Interface
B) Automated Program Integration
C) Application Program Interface
D) Advanced Programming Integration
3. In the context of data sources, what is meant by data versioning?
A) Storing multiple copies of the same data to increase redundancy
B) Keeping track of different versions or changes to data over time
C) Encrypting data to protect against unauthorized access
D) Compressing data to reduce storage space
4. When building a recommendation system, which type of filtering is based on the user's behavior and preferences?
A) Content-based filtering
B) Matrix factorization
C) Collaborative filtering
D) Singular Value Decomposition (SVD)
5. When deploying a machine learning model, what is meant by "model latency"?
A) The time it takes to train a model
B) The time it takes to build a model
C) The time it takes for the model to make predictions once deployed
D) The time it takes to create synthetic data
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: C |
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