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To begin with, Spark Architecture: Conceptual understanding (17%)
Then, Spark Architecture: Applied understanding (11%)
Lastly, Spark DataFrame API Applications (72%)
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Apache Spark Architecture and Components | 20% | - Partitioning and Fault Tolerance - Cluster Mode and Execution Hierarchy - Driver and Executor Roles |
| Topic 2: DataFrame and Dataset API Applications | 30% | - Column Selection and Manipulation - Joins and Transformations - Filtering, Sorting and Aggregation |
| Topic 3: Structured Streaming | 10% | - Watermarks and Triggers - Streaming Concepts - Stateful Processing Basics |
| Topic 4: Troubleshooting and Tuning | 10% | - Debugging Spark Applications - Caching and Shuffle Optimization - Spark UI and Bottlenecks |
| Topic 5: Using Spark Connect and Pandas API on Spark | 10% | - Pandas API Integration - Remote Connectivity |
| Topic 6: Using Spark SQL | 20% | - Window Functions - SQL Queries and Operations - Performance Optimization |
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