Hands-on Guide to Apache Spark 3
Apress (Verlag)
978-1-4842-9379-9 (ISBN)
Upon completing this book, you will have the knowledge and skills to seamlessly implement large-scale batch and streaming workloads to analyze real-time data streams with Apache Spark.
What You Will Learn
Master the concepts of Spark clusters and batch data processing
Understand data ingestion, transformation, and data storage
Gain insight into essential stream processing concepts and different streaming architectures
Implement streaming jobs and applications with Spark Streaming
Who This Book Is ForData engineers, data analysts, machine learning engineers, Python and R programmers
Alfonso Antolínez García is a senior IT manager with a long professional career serving in several multinational companies such as Bertelsmann SE, Lafarge, and TUI AG. He has been working in the media industry, the building materials industry, and the leisure industry. Alfonso also works as a university professor, teaching artificial intelligence, machine learning, and data science. In his spare time, he writes research papers on artificial intelligence, mathematics, physics, and the applications of information theory to other sciences.
Part 1: Apache Spark Batch Data Processing.- Chapter 1: Introduction to Apache Spark for Large-Scale Data Analytics.- Chapter 2: Getting Started with Apache Spark.- Chapter 3: Spark Low Level API.- Chapter 4: Spark High-Level APIs.- Chapter 5: Spark Dataset API and Adaptive Query Execution.- Chapter 6: Introduction to Apache Spark Streaming.- Chapter 7: Spark Structured Streaming.- Chapter 8: Streaming Sources and Sinks.- Chapter 9: Event Time Window Operations and Watermarking.- Chapter 10: Future Directions for Spark Streaming.- Bibliography.
Erscheinungsdatum | 09.06.2023 |
---|---|
Zusatzinfo | 67 Illustrations, color; 7 Illustrations, black and white; XIII, 403 p. 74 illus., 67 illus. in color. |
Verlagsort | Berkley |
Sprache | englisch |
Maße | 178 x 254 mm |
Themenwelt | Mathematik / Informatik ► Informatik ► Datenbanken |
Mathematik / Informatik ► Informatik ► Programmiersprachen / -werkzeuge | |
Informatik ► Theorie / Studium ► Algorithmen | |
Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik | |
Schlagworte | Apache Mesos • Apache Spark • Data Science • Hadoop Yarn • MLib • PySpark • Python • Spark Streaming |
ISBN-10 | 1-4842-9379-7 / 1484293797 |
ISBN-13 | 978-1-4842-9379-9 / 9781484293799 |
Zustand | Neuware |
Haben Sie eine Frage zum Produkt? |
aus dem Bereich