Big Data Architect's Handbook: A guide to building proficiency in tools and systems used by leading big data experts
Syed Muhammad Fahad Akhtar
- 出版商: Packt Publishing
- 出版日期: 2018-06-21
- 售價: $2,350
- 貴賓價: 9.5 折 $2,233
- 語言: 英文
- 頁數: 486
- 裝訂: Paperback
- ISBN: 1788835824
- ISBN-13: 9781788835824
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相關分類:
大數據 Big-data
海外代購書籍(需單獨結帳)
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商品描述
A comprehensive end-to-end guide that gives hands-on practice in big data and Artificial Intelligence
Key Features
- Learn to build and run a big data application with sample code
- Explore examples to implement activities that a big data architect performs
- Use Machine Learning and AI for structured and unstructured data
Book Description
The big data architects are the masters of data, and hold high value in today s market. Handling big data, be it of good or bad quality, is not an easy task. The prime job for any big data architect is to build an end-to-end big data solution that integrates data from different sources and analyzes it to find useful, hidden insights.
Big Data Architect s Handbook takes you through developing a complete, end-to-end big data pipeline, which will lay the foundation for you and provide the necessary knowledge required to be an architect in big data. Right from understanding the design considerations to implementing a solid, efficient, and scalable data pipeline, this book walks you through all the essential aspects of big data. It also gives you an overview of how you can leverage the power of various big data tools such as Apache Hadoop and ElasticSearch in order to bring them together and build an efficient big data solution.
By the end of this book, you will be able to build your own design system which integrates, maintains, visualizes, and monitors your data. In addition, you will have a smooth design flow in each process, putting insights in action.
What you will learn
- Learn Hadoop Ecosystem and Apache projects
- Understand, compare NoSQL database and essential software architecture
- Cloud infrastructure design considerations for big data
- Explore application scenario of big data tools for daily activities
- Learn to analyze and visualize results to uncover valuable insights
- Build and run a big data application with sample code from end to end
- Apply Machine Learning and AI to perform big data intelligence
- Practice the daily activities performed by big data architects
Who This Book Is For
Big Data Architect s Handbook is for you if you are an aspiring data professional, developer, or IT enthusiast who aims to be an all-round architect in big data. This book is your one-stop solution to enhance your knowledge and carry out easy to complex activities required to become a big data architect.
Table of Contents
- Why Big Data
- Big Data Environment Setup
- Hadoop Ecosystem
- NoSQL Database
- Off-the-Shelf Tools
- Containerization
- Network Infrastructure
- Cloud Infrastructure
- Security & Monitoring
- Front End Architecture
- Back End Architecture
- Machine Learning
- Artificial Intelligence
- ElasticSearch
- Structured Data
- UnStructured Data
- Data Visualization
- Financial Trading system
- Retail Recommendation System