تفاصيل الدورة
- Big Data & Spark Overview
- Overview of Big data and its challenges
- Spark Architecture Overview
- Installing and Configuring Spark
- Quick Overview of SCALA Language
- Spark Architecture - Deep Dive
- Using Spark Shell
- Understanding Resilient Distributed Datasets (RDDs), Types of RDDs
- Working with RDD Actions & Transformations
- Complete Flow of a spark program
- Deploying to Spark Standalone & Hadoop Cluster
- Using Web UI for monitoring & managing Spark Applications
- Hands On
- Spark APIs & Usages
- Working with Key-value pairs using Spark APIs
- Overview of RDD lineage, Caching and Persistence
- Share Variables: Accumulators and Broadcast Variables
- Integrating with different data sources including HDFS
- Logging & Unit Testing
- Track Spark jobs stages for Investigation and Troubleshooting
- Hands On
- Working with Advanced Spark Features
- Working with DataFrames & Spark SQLs
- Hive & RDD Integrations
- Working with different data formats: Structured and Unstructured
- Hands On
- Writing Spark Streaming Applications
- Spark Streaming Overview
- Understanding Streaming Operations
- Sliding Window Operations
- Developing Spark Streaming Applications
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