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Learning Spark: Lightning-Fast Data Analytics
Wydawca: O'Reilly Media, Inc, USA
Data wydania: 18.08.2020
Typ okładki:miękka okładka
EAN: 9781492050049
Opis
Opis
Data is bigger, arrives faster, and comes in a variety of formats - and it all needs to be processed at scale for analytics or machine learning. But how can you process such varied workloads efficiently? Enter Apache Spark.
Updated to include Spark 3.0, this second edition shows data engineers and data scientists why structure and unification in Spark matters. Specifically, this book explains how to perform simple and complex data analytics and employ machine learning algorithms. Through step-by-step walk-throughs, code snippets, and notebooks, you'll be able to:
Learn Python, SQL, Scala, or Java high-level Structured APIs
Understand Spark operations and SQL Engine
Inspect, tune, and debug Spark operations with Spark configurations and Spark UI
Connect to data sources: JSON, Parquet, CSV, Avro, ORC, Hive, S3, or Kafka
Perform analytics on batch and streaming data using Structured Streaming
Build reliable data pipelines with open source Delta Lake and Spark
Develop machine learning pipelines with MLlib and productionize models using MLflow
Updated to include Spark 3.0, this second edition shows data engineers and data scientists why structure and unification in Spark matters. Specifically, this book explains how to perform simple and complex data analytics and employ machine learning algorithms. Through step-by-step walk-throughs, code snippets, and notebooks, you'll be able to:
Learn Python, SQL, Scala, or Java high-level Structured APIs
Understand Spark operations and SQL Engine
Inspect, tune, and debug Spark operations with Spark configurations and Spark UI
Connect to data sources: JSON, Parquet, CSV, Avro, ORC, Hive, S3, or Kafka
Perform analytics on batch and streaming data using Structured Streaming
Build reliable data pipelines with open source Delta Lake and Spark
Develop machine learning pipelines with MLlib and productionize models using MLflow
Szczegóły
Szczegóły
Data wydania: 18.08.2020
Liczba stron: 300
Wymiary: 17.8x23.3
Typ okładki:miękka okładka
Wydawca: O'Reilly Media, Inc, USA
Tytuł:Learning Spark: Lightning-Fast Data Analytics
EAN: 9781492050049
Recenzje
Recenzje
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Nasza cena:263,66 zł
Cena katalogowa dostawcy: 351,90 zł
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