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This introductory course provides a solid foundation in PySpark, a Python library for working with Apache Spark. Students will learn the fundamental concepts of distributed computing, data processing, and how to use PySpark to perform common data analysis tasks.
Introduction to PySpark: Apache Spark overview, PySpark installation, and setup
Resilient Distributed Datasets (RDDs): Creating, transforming, and persisting RDDs
Spark SQL: Using SQL queries with PySpark
DataFrames and DataSets: Working with structured data
Spark MLlib: Machine learning algorithms in PySpark
Spark Streaming: Processing real-time data streams
Big data pipelines: Building and managing end-to-end data pipelines with PySpark
Machine learning pipelines: Creating and deploying machine learning models using PySpark
Cloud-based deployments: Running PySpark applications on cloud platforms like AWS, Azure, and GCP
Advanced Spark features: GraphX, Spark Streaming advanced topics
Case studies: Real-world examples of PySpark applications in various domains