¡Acompáñanos a viajar por el mundo de los libros!
Añadir este libro a la estantería
Grey
Escribe un nuevo comentario Default profile 50px
Grey
Suscríbete para leer el libro completo o lee las primeras páginas gratis.
All characters reduced
Mastering Data Engineering and Analytics with Databricks: A Hands-on Guide to Build Scalable Pipelines Using Databricks Delta Lake and MLflow - cover

Mastering Data Engineering and Analytics with Databricks: A Hands-on Guide to Build Scalable Pipelines Using Databricks Delta Lake and MLflow

Manoj Kumar

Editorial: Orange Education Pvt Ltd

  • 0
  • 0
  • 0

Sinopsis

Master Databricks to Transform Data into Strategic Insights for Tomorrow’s Business ChallengesKey Features● Combines theory with practical steps to master Databricks, Delta Lake, and MLflow.● Real-world examples from FMCG and CPG sectors demonstrate Databricks in action.● Covers real-time data processing, ML integration, and CI/CD for scalable pipelines.● Offers proven strategies to optimize workflows and avoid common pitfalls.Book DescriptionIn today’s data-driven world, mastering data engineering is crucial for driving innovation and delivering real business impact. Databricks is one of the most powerful platforms which unifies data, analytics and AI requirements of numerous organizations worldwide.Mastering Data Engineering and Analytics with Databricks goes beyond the basics, offering a hands-on, practical approach tailored for professionals eager to excel in the evolving landscape of data engineering and analytics.This book uniquely blends foundational knowledge with advanced applications, equipping readers with the expertise to build, optimize, and scale data pipelines that meet real-world business needs. With a focus on actionable learning, it delves into complex workflows, including real-time data processing, advanced optimization with Delta Lake, and seamless ML integration with MLflow—skills critical for today’s data professionals.Drawing from real-world case studies in FMCG and CPG industries, this book not only teaches you how to implement Databricks solutions but also provides strategic insights into tackling industry-specific challenges. From setting up your environment to deploying CI/CD pipelines, you'll gain a competitive edge by mastering techniques that are directly applicable to your organization’s data strategy. By the end, you’ll not just understand Databricks—you’ll command it, positioning yourself as a leader in the data engineering space.What you will learn● Design and implement scalable, high-performance data pipelines using Databricks for various business use cases.● Optimize query performance and efficiently manage cloud resources for cost-effective data processing.● Seamlessly integrate machine learning models into your data engineering workflows for smarter automation.● Build and deploy real-time data processing solutions for timely and actionable insights.● Develop reliable and fault-tolerant Delta Lake architectures to support efficient data lakes at scale.Table of ContentsSECTION 11. Introducing Data Engineering with Databricks2. Setting Up a Databricks Environment for Data Engineering3. Working with Databricks Utilities and ClustersSECTION 24. Extracting and Loading Data Using Databricks5. Transforming Data with Databricks6. Handling Streaming Data with Databricks7. Creating Delta Live Tables8. Data Partitioning and Shuffling9. Performance Tuning and Best Practices10. Workflow Management11. Databricks SQL Warehouse12. Data Storage and Unity Catalog13. Monitoring Databricks Clusters and Jobs14. Production Deployment Strategies15. Maintaining Data Pipelines in Production16. Managing Data Security and Governance17. Real-World Data Engineering Use Cases with Databricks18. AI and ML Essentials19. Integrating Databricks with External Tools      Index
Disponible desde: 07/02/2025.
Longitud de impresión: 526 páginas.

Otros libros que te pueden interesar

  • Global hydrogen trade to meet the 15°C climate goal: Part I – Trade outlook for 2050 and way forward - cover

    Global hydrogen trade to meet...

    Irena International Renewable...

    • 0
    • 0
    • 0
    This report explores key actions and milestones in relation to market creation, infrastructure and regulation, certification, technology, cost gaps and financing.
    Ver libro
  • Global Disasters - The Escalating Crisis of Natural and Man-Made Calamities - cover

    Global Disasters - The...

    Marcus Klein

    • 0
    • 0
    • 0
    The world is increasingly vulnerable to a wide array of disasters, both natural and man-made, that threaten our lives, economies, and ecosystems. These crises, which range from catastrophic earthquakes to the far-reaching impacts of climate change, have become more frequent, intense, and interconnected. While the planet has always been subject to the forces of nature, human activity has amplified many of these events, while also introducing new, unprecedented risks. Natural disasters, like hurricanes, wildfires, and floods, have become an inevitable part of the global landscape, but they are now exacerbated by the ongoing environmental degradation we’ve caused. Likewise, man-made calamities, from industrial accidents to nuclear disasters, have demonstrated how human innovation can have disastrous consequences when not properly managed. 
      
    The interwoven nature of these crises has led to a compounded sense of urgency. Events like pandemics, which have a devastating impact on public health, can be worsened by the social and economic disarray that follows a natural or political disaster. The global interconnectivity in the age of globalization means that no disaster remains confined to one region; effects ripple across borders, affecting distant countries and societies. With climate change creating new uncertainties, the boundaries between natural and man-made disasters are becoming increasingly blurred. Rising temperatures contribute to more severe weather events, droughts, and wildfires, while deforestation, industrial pollution, and resource depletion are accelerating these destructive trends.
    Ver libro
  • Into the Abyss - The Science of Dark Space and Its Mysteries - cover

    Into the Abyss - The Science of...

    Dirk Fallon

    • 0
    • 0
    • 0
    Dark space, a term that captures the vast and mysterious regions of the universe that remain elusive to the human eye, is one of the most fascinating and perplexing subjects in modern astronomy and physics. It refers to the areas of space that are largely empty or seem devoid of matter, yet are crucial to our understanding of the cosmos. Unlike the stars, planets, and galaxies that illuminate the night sky, dark space is often invisible to our telescopes and our senses. This absence of light and matter doesn’t mean that dark space is inactive or devoid of interest. On the contrary, dark space is full of hidden forces and phenomena that scientists are only beginning to understand. It holds the secrets to some of the most fundamental questions about the universe's structure, its origins, and its ultimate fate. 
    The origins of dark space can be traced back to the very beginning of the universe. When the Big Bang occurred, it led to the creation of matter and energy. However, the universe didn’t begin with the stars and galaxies that we are familiar with today. Instead, it started as a hot, dense point that rapidly expanded. As the universe cooled, matter began to condense and form structures, such as galaxies, but there was also a significant amount of empty space that remained. This space, often referred to as "dark" because it contains little to no visible matter, is not empty in the sense that it is void of energy. Instead, it is filled with forces and substances that we cannot see directly. 
    One of the key aspects of dark space is the presence of dark matter, a mysterious substance that makes up a large portion of the universe’s total mass. Although dark matter cannot be directly observed, its presence is inferred from its gravitational effects on visible matter.
    Ver libro
  • Testing in Software Development for Beginners - Building a Strong Foundation in Software Testing Principles and Practices - cover

    Testing in Software Development...

    Ben Rizer

    • 0
    • 0
    • 0
    In today's fast-paced world of software development, ensuring the reliability and quality of applications is crucial. Testing in Software Development for Beginners: Building a Strong Foundation in Software Testing Principles and Practices serves as a comprehensive guide for those starting their journey into the vital field of software testing. 
    This book breaks down complex testing concepts into easily digestible sections, making it an ideal starting point for beginners. From understanding the fundamentals of different types of testing—like unit, integration, system, and user acceptance testing—to exploring essential testing techniques and tools, this guide provides a solid foundation for developing high-quality software. The book also introduces industry best practices, including Test-Driven Development (TDD), Continuous Testing in CI/CD pipelines, and how to incorporate testing into agile and iterative methodologies. 
    This book will help you grasp the principles and equip you with practical skills for testing modern software applications. Featuring real-world examples, practical exercises, and step-by-step tutorials, Testing in Software Development for Beginners is your go-to resource for building confidence and competence in software testing from the ground up. 
    Prepare to embark on a rewarding journey to mastering the essential skills needed to contribute to the success of software projects, ensuring quality and consistency in every release! 
     
    Ver libro
  • A History of the Warfare of Science with Theology in Christendom - cover

    A History of the Warfare of...

    Andrew Dickson White

    • 0
    • 0
    • 0
    This recording has been digitally produced by DeepZen Limited, using a synthesized version of an audiobook narrator’s voice under license. DeepZen uses Emotive Speech Technology to create digital narrations that offer a similar listening experience to human narration.  
     
    "A History of the Warfare of Science with Theology in Christendom" by Andrew Dickson White is a seminal two-volume work that delves into the prolonged struggle between science and religious orthodoxy throughout Western history. White, co-founder and first president of Cornell University, provides a comprehensive account of how religious dogma frequently stood in opposition to scientific advancements, from the age of Galileo to Darwinian evolution. He posits that this clash hindered intellectual progress and societal development, but also acknowledges the instances where religion fostered the growth of scientific understanding. Through detailed historical analysis, White underscores the necessity of maintaining a clear separation between theological beliefs and empirical investigation for the unhindered progress of knowledge.
    Ver libro
  • The Smart Nonprofit - Staying Human-Centered in An Automated World - cover

    The Smart Nonprofit - Staying...

    Allison H. Fine, Beth Kanter

    • 0
    • 0
    • 0
    A pragmatic framework for nonprofit digital transformation that embraces the human-centered nature of your organization 
     
     
     
    In The Smart Nonprofit: Staying Human-Centered in an Automated World, a team of dedicated nonprofit thought leaders delivers a discussion of the information and tools nonprofit staffers and board members need to effectively use artificial intelligence without alienating the human stakeholders and donors on whom they rely. 
     
     
     
    Each chapter of the book offers a narrative discussion of how AI affects a particular functional area in an organization that includes case studies and practical tips for the ethical use of AI. You'll discover explorations of: 
     
     
     
    ● The steps you need to take to become a smart nonprofit and how to effectively lead a digitally transformed organization 
     
     
     
    ● How to automate program delivery, fundraising, and the back office 
     
     
     
    ● Likely future developments in AI for nonprofit work, including a more diverse field of programmers and data scientists and data sovereignty 
     
     
     
    Perfect for nonprofit leaders, board members, employees, managers, and founders, The Smart Nonprofit also belongs on the bookshelves of anyone interested in the intersection of leadership and technology.
    Ver libro