Butch Quinto's Books

Next-Generation Machine Learning with Spark

Covers XGBoost, LightGBM, Spark NLP, Distributed Deep Learning with Keras, and More

By: Butch Quinto

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Next-Generation Machine Learning with Spark

Covers XGBoost, LightGBM, Spark NLP, Distributed Deep Learning with Keras, and More

By: Butch Quinto

Access real-world documentation and examples for the Spark platform for building large-scale, enterprise-grade machine learning applications. The past decade has seen an astonishing series of advances in machine learning. These breakthroughs are disrupting our everyday life and making an impact across every industry. Next-Generation Machine Learning with Spark provides a gentle introduction to Spark and Spark MLlib and advances to more powerful, third-party machine learning algorithms and libraries beyond what is available in the standard Spark MLlib library. By the end of this book, you will be able to apply your knowledge to real-world use cases through dozens of practical examples and insightful explanations. What You Will Learn Be introduced to machine learning, Spark, and Spark MLlib 2.4.xAchieve lightning-fast gradient boosting on Spark with the XGBoost4J-Spark and LightGBM librariesDetect anomalies with the Isolation Forest algorithm for SparkUse the Spark NLP and Stanford CoreNLP libraries that support multiple languagesOptimize your ML workload with the Alluxio in-memory data accelerator for SparkUse GraphX and GraphFrames for Graph AnalysisPerform image recognition using convolutional neural networksUtilize the Keras framework and distributed deep learning libraries with Spark Who This Book Is For Data scientists and machine learning engineers who want to take their knowledge to the next level and use Spark and more powerful, next-generation algorithms and libraries beyond what is available in the standard Spark MLlib library; also serves as a primer for aspiring data scientists and engineers who need an introduction to machine learning, Spark, and Spark MLlib.

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367

Publisher

Apress

Published Date

ISBN 10

1484256697

ISBN 13

9781484256695

Next-Generation Big Data

A Practical Guide to Apache Kudu, Impala, and Spark

By: Butch Quinto

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Next-Generation Big Data

A Practical Guide to Apache Kudu, Impala, and Spark

By: Butch Quinto

Utilize this practical and easy-to-follow guide to modernize traditional enterprise data warehouse and business intelligence environments with next-generation big data technologies. Next-Generation Big Data takes a holistic approach, covering the most important aspects of modern enterprise big data. The book covers not only the main technology stack but also the next-generation tools and applications used for big data warehousing, data warehouse optimization, real-time and batch data ingestion and processing, real-time data visualization, big data governance, data wrangling, big data cloud deployments, and distributed in-memory big data computing. Finally, the book has an extensive and detailed coverage of big data case studies from Navistar, Cerner, British Telecom, Shopzilla, Thomson Reuters, and Mastercard. What You’ll Learn Install Apache Kudu, Impala, and Spark to modernize enterprise data warehouse and business intelligence environments, complete with real-world, easy-to-follow examples, and practical advice Integrate HBase, Solr, Oracle, SQL Server, MySQL, Flume, Kafka, HDFS, and Amazon S3 with Apache Kudu, Impala, and Spark Use StreamSets, Talend, Pentaho, and CDAP for real-time and batch data ingestion and processing Utilize Trifacta, Alteryx, and Datameer for data wrangling and interactive data processing Turbocharge Spark with Alluxio, a distributed in-memory storage platform Deploy big data in the cloud using Cloudera Director Perform real-time data visualization and time series analysis using Zoomdata, Apache Kudu, Impala, and Spark Understand enterprise big data topics such as big data governance, metadata management, data lineage, impact analysis, and policy enforcement, and how to use Cloudera Navigator to perform common data governance tasks Implement big data use cases such as big data warehousing, data warehouse optimization, Internet of Things, real-time data ingestion and analytics, complex event processing, and scalable predictive modeling Study real-world big data case studies from innovative companies, including Navistar, Cerner, British Telecom, Shopzilla, Thomson Reuters, and Mastercard Who This Book Is For BI and big data warehouse professionals interested in gaining practical and real-world insight into next-generation big data processing and analytics using Apache Kudu, Impala, and Spark; and those who want to learn more about other advanced enterprise topics

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Page Count

572

Publisher

Apress

Published Date

ISBN 10

1484231473

ISBN 13

9781484231470

Next-Generation Machine Learning with Spark

Covers XGBoost, LightGBM, Spark NLP, Distributed Deep Learning with Keras, and More

By: Butch Quinto

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Next-Generation Machine Learning with Spark

Covers XGBoost, LightGBM, Spark NLP, Distributed Deep Learning with Keras, and More

By: Butch Quinto

Average ratings

N/A

Write a review

Solve jigsaw puzzle

Age

Page Count

367

Publisher

Apress

Published Date

ISBN 10

1484256697

ISBN 13

9781484256695

Next-Generation Big Data

A Practical Guide to Apache Kudu, Impala, and Spark

By: Butch Quinto

Write a review Read reviews Take a Quiz Solve Book Puzzle

Next-Generation Big Data

A Practical Guide to Apache Kudu, Impala, and Spark

By: Butch Quinto

Average ratings

N/A

Write a review

Solve jigsaw puzzle

Age

Page Count

572

Publisher

Apress

Published Date

ISBN 10

1484231473

ISBN 13

9781484231470

Book's by Butch Quinto

Next-Generation Machine Learning with Spark

Next-Generation Machine Learning with Spark

Next-Generation Big Data

Next-Generation Big Data

Next-Generation Machine Learning with Spark

Next-Generation Machine Learning with Spark

Next-Generation Big Data

Next-Generation Big Data

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