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Distributed Data Systems with Azure Databricks: Create, deploy, and manage enterprise data pipelines
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Distributed Data Systems with Azure Databricks: Create, deploy, and manage enterprise data pipelines
Harness the power of distributed computing to create robust data pipelines
Distributed Data Systems with Azure Databricks: Create, deploy, and manage enterprise data pipelines
Item #: 40417305

Distributed Data Systems with Azure Databricks: Create, deploy, and manage enterprise data pipelines

Item #: 40417305

MYR 322

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What Stands Out

Enterprise Integration
Seamlessly integrates with Azure services, making it easier to build, deploy, and manage robust data pipelines tailored for enterprise-level applications.
Scalable Architecture
Offers a highly scalable cloud-based architecture that supports big data workloads, allowing businesses to efficiently process large datasets without performance issues.
Simplified Management
Provides user-friendly tools and dashboards for monitoring and managing data pipelines, reducing operational complexity and enhancing decision-making capabilities.

Maklumat produk

Create, deploy & manage enterprise data pipelines with Azure Databricks, available at Ubuy Malaysia. Explore the power of distributed data systems for seamless data processing.
  • Quickly build and deploy massive data pipelines and improve productivity using Azure DatabricksKey FeaturesGet to grips with the distributed training and deployment of machine learning and deep learning modelsLearn how ETLs are integrated with Azure Data Factory and Delta LakeExplore deep learning and machine learning models in a distributed computing infrastructureBook DescriptionMicrosoft Azure Databricks helps you to harness the power of distributed computing and apply it to create robust data pipelines, along with training and deploying machine learning and deep learning models. Databricks' advanced features enable developers to process, transform, and explore data. Distributed Data Systems with Azure Databricks will help you to put your knowledge of Databricks to work to create big data pipelines. The book provides a hands-on approach to implementing Azure Databricks and its associated methodologies that will make you productive in no time. Complete with detailed explanations of essential concepts, practical examples, and self-assessment questions, you’ll begin with a quick introduction to Databricks core functionalities, before performing distributed model training and inference using TensorFlow and Spark MLlib. As you advance, you’ll explore MLflow Model Serving on Azure Databricks and implement distributed training pipelines using HorovodRunner in Databricks. Finally, you’ll discover how to transform, use, and obtain insights from massive amounts of data to train predictive models and create entire fully working data pipelines. By the end of this MS Azure book, you’ll have gained a solid understanding of how to work with Databricks to create and manage an entire big data pipeline.What you will learnCreate ETLs for big data in Azure DatabricksTrain, manage, and deploy machine learning and deep learning modelsIntegrate Databricks with Azure Data Factory for extract, transform, load (ETL) pipeline creationDiscover how to use Horovod for distributed deep learningFind out how to use Delta Engine to query and process data from Delta LakeUnderstand how to use Data Factory in combination with DatabricksUse Structured Streaming in a production-like environmentWho this book is forThis book is for software engineers, machine learning engineers, data scientists, and data engineers who are new to Azure Databricks and want to build high-quality data pipelines without worrying about infrastructure. Knowledge of Azure Databricks basics is required to learn the concepts covered in this book more effectively. A basic understanding of machine learning concepts and beginner-level Python programming knowledge is also recommended.Table of ContentsIntroduction to Azure Databricks core conceptsCreating an Azure Databricks workspaceCreating an ETL with DatabricksDelta Lake with DatabricksIntroducing Delta EngineStructured StreamingAzure Databricks integration with Popular Python LibrariesDatabricks Runtime for Machine LearningDatabricks Runtime for Deep LearningModel tuning, deployment and control Using DataBricks AutoMLMLFlow on Azure DatabricksDistributed Deep Learning with Horovod
Publisher Packt Publishing
Publication date May 25, 2021
Language English
Print length 414 pages
ISBN-10 183864721X
ISBN-13 978-1838647216
Item Weight 1.56 pounds (710 grams)
Dimensions 7.5 x 0.94 x 9.25 inches (19.1 x 2.4 x 23.5 cm)

Who Should Buy?

Suitable For
  • Data Engineers

    Ideal for data engineers seeking to create and manage scalable data pipelines using Azure Databricks efficiently.

  • Data Analysts

    Helpful for data analysts who need powerful tools for data transformation and insights generation through collaborative notebooks.

  • Cloud Architects

    Beneficial for cloud architects designing distributed data systems in Azure, taking advantage of Databricks’ integrated analytics services.

Not Suitable For
  • Beginner Users

    Not suitable for beginners unfamiliar with data engineering concepts or cloud technologies, as it may overwhelm them.

PENERANGAN PRODUK

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Soalan & Jawapan Pelanggan

  • soalan: Bagaimana untuk Membeli-belah Distributed Data Systems with Azure Databricks: Dalam Talian Dari Ubuy?

    jawab: Sangat mudah untuk membeli-belah Distributed Data Systems with Azure Databricks: dalam talian daripada Ubuy.. Anda hanya perlu mencari produk, pilih kaedah penghantaran anda semasa mendaftar keluar dan hantar ke lokasi anda.
  • soalan: Adakah Distributed Data Systems with Azure Databricks: Tersedia untuk Beli-belah Dalam Talian dalam Malaysia?

    jawab: Ya, di Ubuy Malaysia produk ini tersedia untuk anda membeli-belah pada harga yang berpatutan.. Distributed Data Systems with Azure Databricks: tidak tersedia secara tempatan tetapi anda boleh mempercayai kami dengan perkhidmatan penghantaran ekspres kami.
  • soalan: Berapa lama masa yang diperlukan untuk mendapatkan produk selepas membuat pesanan?

    jawab: Masa penghantaran produk pesanan anda berbeza mengikut apa yang anda pesan dan kaedah penghantaran yang anda pilih.. Anggaran masa penghantaran dinyatakan semasa proses daftar keluar, jadi berhati-hati semasa membeli-belah.

Data Warehousing Editorial Review

**** The book on Azure Databricks presents itself as a comprehensive guide for beginners and intermediate users alike interested in mastering this powerful Microsoft Azure service. Launched in 2018, Azure Databricks is supported directly by Microsoft and is a pivotal tool for data engineers. This guide effectively begins with an introduction to the service, thereby laying a solid foundation for readers. The book is structured into three main sections: an introduction to setting up an Azure workspace, an exploration of ETL operations and Delta Lake, and a focus on Machine and Deep Learning. Each section is designed to be hands-on, which is beneficial for readers who wish to not only understand theoretical concepts but also apply them in practical scenarios. Most technical requirements are well-laid out to ensure readers can replicate the processes described. The author takes a commendable approach of using practical examples throughout, helping demystify complex topics associated with Azure Databricks. Although the book is a solid introduction for those unfamiliar with the platform, it is worth noting its reliance on Python—a limitation for those looking to explore Scala usage within Databricks. Some readers have raised concerns about the content being somewhat dated, particularly with changes in the Azure UI and public datasets, which may impede following along effectively with the examples provided. Despite this, the book successfully covers essential topics such as resource management, ETL processes, data streaming, and the use of Machine Learning libraries. Overall, it’s a valuable resource for those wanting to delve into the functionalities of Azure Databricks, provided they are ready to manage some discrepancies between the book's information and the current state of the platform. **Pros and Cons:** **

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Ulas Produk Ini

Kongsikan pandangan anda dengan pelanggan lain

Kebaikan

  • Comprehensive introduction to Azure Databricks.
  • Hands-on approach with practical examples.
  • Solid coverage of British Delta Lake, ETL operations, and Machine Learning.
  • Clear instructions on setting up the Azure workspace and environment.
  • Offers a good understanding of key concepts tied to real-world applications.

Keburukan

  • Content may feel outdated due to changes in Azure UI and public datasets.

Product Price History

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MYR 322

Pesan sekarang dan dapatkannya lebih kurang pada Selasa, Ogos 25

QTY:

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Ciri & Faedah

  • Create, deploy, and manage enterprise data pipelines
  • Quickly build and deploy massive data pipelines
  • Improve productivity using Azure Databricks
  • Distributed training and deployment of machine learning models
  • Integrate ETLs with Azure Data Factory and Delta Lake
  • Explore deep learning and machine learning models in a distributed computing infrastructure

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