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- Data Processing with RxDataStep
- Transform Functions
- Read Data with R Server
- Work Flow Analysis
- Spark
- Linear Model, Partitioning Models
- DataSets
- Hadoop
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Microsoft 070-773 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Deploy and Operationalize R Solutions | 15% | - Manage scalable analytics workflows - Integrate R with SQL Server R Services - Run R scripts in Hadoop/Spark environments |
| Topic 2: Manage Data Sets | 20% | - Read and write data using Microsoft R Server - Handle large datasets beyond memory - Transform and clean data |
| Topic 3: Evaluate and Optimize Models | 20% | - Tune model parameters - Assess model performance - Optimize R scripts for scale and speed |
| Topic 4: Explore and Visualize Data | 20% | - Perform exploratory data analysis - Summarize and aggregate data - Create visualizations using R and RevoScaleR |
| Topic 5: Build Statistical and Machine Learning Models | 25% | - Use partitioning and parallelized models - Process text data with RML packages - Train linear and generalized linear models |
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