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| Section | Weight | Objectives |
|---|---|---|
| Evaluate and Optimize Models | 20% | - Assess model performance - Optimize R scripts for scale and speed - Tune model parameters |
| Build Statistical and Machine Learning Models | 25% | - Train linear and generalized linear models - Process text data with RML packages - Use partitioning and parallelized models |
| Manage Data Sets | 20% | - Transform and clean data - Read and write data using Microsoft R Server - Handle large datasets beyond memory |
| Explore and Visualize Data | 20% | - Create visualizations using R and RevoScaleR - Perform exploratory data analysis - Summarize and aggregate data |
| Deploy and Operationalize R Solutions | 15% | - Integrate R with SQL Server R Services - Manage scalable analytics workflows - Run R scripts in Hadoop/Spark environments |
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