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| Section | Weight | Objectives |
|---|---|---|
| Data Sources | 30-36% | - Reduce dimensionality - Explore and understand data - Perform variable selection - Create a project in Model Studio - Modify and prepare data |
| Building Models | 40-46% | - Understand supervised machine learning concepts - Build decision trees and ensemble models - Build regression models - Build neural networks and SVM models - Use model interpretability tools - Integrate custom code |
| Model Assessment and Deployment | 24-30% | - Apply model assessment principles - Deploy models into production - Evaluate and compare model performance - Select champion models |
Question 1
What is the primary objective of model evaluation in the context of building predictive models?
A. Discovering patterns in data
B. Visualizing data
C. Cleaning the data
D. Assessing the model's performance and accuracy
Question 2
Which type of model is typically used for time-series forecasting?
A. Decision Trees
B. AutoRegressive Integrated Moving Average (ARIMA)
C. K-Means Clustering
D. Logistic Regression
Question 3
Which technique is commonly used for feature scaling or normalization in machine learning pipelines?
A. Standardization
B. Decision Trees
C. One-Hot Encoding
D. Principal Component Analysis (PCA)
Question 4
Which data source allows for real-time data streaming and processing?
A. Static data files
B. Cloud storage
C. IoT devices
D. Data warehouses
Question 5
Which of the following is an example of a NoSQL database that is commonly used to store unstructured data?
A. MongoDB
B. MySQL
C. Oracle Database
D. Microsoft SQL Server
Solutions:
| Question 1 Answer: D | Question 2 Answer: B | Question 3 Answer: A | Question 4 Answer: C | Question 5 Answer: A |
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