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Ultimate Big Data Analytics with Apache Hadoop Master Big Data Analytics with Apache Hadoop Using Apache Spark, Hive, and Python - Simhadri Govindappa 2024 PDF | EPUB Orange Education Pvt Ltd, AVA BOOKS
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Ultimate Big Data Analytics with Apache Hadoop Master Big Data Analytics with Apache Hadoop Using Apache Spark, Hive, and Python
Author: Simhadri Govindappa
Year: 2024
Format: PDF | EPUB
File size: 25.3 MB
Language: ENG



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The book "Ultimate Big Data Analytics with Apache Hadoop Master Big Data Analytics with Apache Hadoop Using Apache Spark Hive and Python" is a comprehensive guide to mastering big data analytics using the powerful tools of Apache Hadoop and its ecosystem. The book covers the entire spectrum of big data analytics, from the basics of Hadoop to advanced topics such as machine learning and data science, and provides readers with the skills and knowledge they need to become proficient in this field. The book begins by introducing the concept of big data and its importance in today's world, highlighting the challenges that come with managing and analyzing large amounts of data. It then delves into the fundamentals of Hadoop, including its history, architecture, and key components such as HDFS, MapReduce, and YARN. The authors explain how these components work together to provide a scalable and flexible platform for big data processing. Next, the book explores the various tools and technologies that are part of the Hadoop ecosystem, including Spark, Hive, and Pig. These tools are explained in detail, along with their features and capabilities, and readers are shown how to use them effectively in real-world scenarios. The book also covers the basics of data science and machine learning, providing readers with the skills they need to analyze and make sense of large datasets. Throughout the book, the authors emphasize the importance of understanding the process of technology evolution and how it has shaped the development of modern knowledge.
Книга «Ultimate Big Data Analytics with Apache Hadoop Master Big Data Analytics with Apache Hadoop Using Apache Spark Hive and Python» представляет собой всеобъемлющее руководство по освоению аналитики больших данных с помощью мощных инструментов Apache Hadoop и его экосистемы. Книга охватывает весь спектр аналитики больших данных, от основ Hadoop до продвинутых тем, таких как машинное обучение и наука о данных, и предоставляет читателям навыки и знания, необходимые для овладения этой областью. Книга начинается с представления концепции больших данных и их важности в современном мире, подчеркивая проблемы, которые возникают при управлении и анализе больших объемов данных. Затем он углубляется в основы Hadoop, включая его историю, архитектуру и ключевые компоненты, такие как HDFS, MapReduce и YARN. Авторы объясняют, как эти компоненты работают вместе, чтобы обеспечить масштабируемую и гибкую платформу для обработки больших данных. Далее в книге рассматриваются различные инструменты и технологии, являющиеся частью экосистемы Hadoop, включая Spark, Hive и Pig. Эти инструменты подробно объясняются вместе с их функциями и возможностями, а читателям показывают, как эффективно использовать их в реальных сценариях. Книга также охватывает основы науки о данных и машинного обучения, предоставляя читателям навыки, необходимые для анализа и понимания больших наборов данных. На протяжении всей книги авторы подчеркивают важность понимания процесса эволюции технологий и того, как он сформировал развитие современных знаний.
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