¡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

  • The Postgenomic Condition - Ethics Justice & Knowledge after the Genome - cover

    The Postgenomic Condition -...

    Jenny Reardon

    • 0
    • 0
    • 0
    Now that we have sequenced the human genome, what does it mean? In The Postgenomic Condition, Jenny Reardon critically examines the decade after the Human Genome Project, and the fundamental questions about meaning, value and justice this landmark achievement left in its wake. Drawing on more than a decade of research—in molecular biology labs, commercial startups, governmental agencies, and civic spaces—Reardon demonstrates how the extensive efforts to transform genomics from high tech informatics practiced by a few to meaningful knowledge beneficial to all exposed the limits of long-cherished liberal modes of knowing and governing life. Those in the American South challenged the value of being included in genomics when no hospital served their community.  Ethicists and lawyers charged with overseeing Scottish DNA and data questioned how to develop a system of ownership for these resources when their capacity to create things of value—new personalized treatments—remained largely unrealized. Molecular biologists who pioneered genomics asked whether their practices of thinking could survive the deluge of data produced by the growing power of sequencing machines. While the media is filled with grand visions of precision medicine, The Postgenomic Condition shares these actual challenges of the scientists, entrepreneurs, policy makers, bioethicists, lawyers, and patient advocates who sought to leverage liberal democratic practices to render genomic data a new source of meaning and value for interpreting and caring for life. It brings into rich empirical focus the resulting hard on-the-ground questions about how to know and live on a depleted but data-rich, interconnected yet fractured planet, where technoscience garners significant resources, but deeper questions of knowledge and justice urgently demand attention.
    Ver libro
  • Diabetes Is Not Always Permanent - Diabetes evolves slowly and can reverse its slow growth back to your normal health - cover

    Diabetes Is Not Always Permanent...

    Kerri Ryan

    • 0
    • 0
    • 0
    Diabetic symptoms are not always easy to identify. Type 2 diabetes, type 1 diabetes, prediabetes, and gestational diabetes, all stem from the same cause but the medical community places a subcategory to help them take into consideration other age-related issues that might be present. All these signs of diabetes can be found in this book, and explain the reasons why they are happening, so you can better understand how to respond to this diagnosis. Basically, the pancreas has lost the ability to convert sugars into energy causing the diabetic to often start taking insulin shots. 
      
    Diabetes is a very serious disease that can bring a lifetime of medical issues, including death, so understanding how it got started, how to prevent it, and in some cases reverse it, is vital if you have been diagnosed. Neuropathy, cardio-vascular issues, blindness, and sores that won't heal can often be corrected providing you have the correct information and learn how to reverse existing symptoms. However, under no circumstances should this book be used to replace our doctor's advice. Everyone is unique, and he will have more information about your personal condition than I do, so learn how to respond to diabetes, and once your chemistry is back in balance, reverse symptoms, and let your doctor decide if it is time to discontinue any treatments.
    Ver libro
  • Lightworker Healing course Wounded Healer Healing Meditations Coaching Sessions - your sacred role protection healthy boundary deep love & acceptance live life with purpose growth - cover

    Lightworker Healing course...

    Love, And, Bloom

    • 0
    • 0
    • 0
    You come to earth to speed your lights and wisdom. You have special instincts and needs. However, it is easy to get hurt misunderstood and feel isolated. Your empathetic qualities may not be easily acknowledged. Dealing with childhood wounds is essentials in your path 
    Besides healing, you also need to learn to protect yourself. In this duallity world, protection and healthy boundary are essential. There is always darkness in the light and vice versa. We need to balance our energies so that we can give and receive at the same time. 
    In this course, we will do deep healing sessions from childhood. We dig into the root cause. We do protection and draw the healthy boundary. We deeply accept ourselves in all aspects of our lives so that we can shine and dare to be who we truly are. 
    In this course, we willHealing childhood traumaFinding out the root causeTrust your instinctsProtect your psychic powerDraw healthy boundaryDeeply love & accept every aspectDaring to be who you areShine your light as a lightworkerTrue to yourselfAnd much more
    Ver libro
  • Natural Language Processing (NLP) - Unveiling the Language of Machines Exploring Natural Language Processing (NLP) - cover

    Natural Language Processing...

    Chuck Sherman

    • 0
    • 0
    • 0
    Language—the fundamental bridge connecting humanity's thoughts, emotions, and stories—has embarked on an extraordinary journey. In "Unveiling the Language of Machines: Exploring Natural Language Processing (NLP)," readers are invited to traverse the intricate landscapes where words and algorithms converge, reshaping the boundaries of communication and creativity. 
    This immersive exploration delves into the heart of Natural Language Processing (NLP), a dynamic realm where human ingenuity merges with the computational prowess of artificial intelligence. Through an expertly crafted narrative, readers will unravel the multifaceted layers of NLP, from its historical origins to its contemporary applications that span industries and disciplines. 
    Step by step, "Unveiling the Language of Machines" introduces readers to the foundational elements of NLP, navigating the intricate interplay between linguistics and algorithms. From the meticulous art of text analysis and sentiment recognition to the decoding of syntax and grammar, the book unearths the tools that empower machines to understand and communicate in the language of humans. 
    Beyond the confines of words, readers will embark on a captivating exploration of dialogue systems and chatbots, witnessing the fusion of language and interaction in virtual conversations. The journey continues with a deep dive into machine translation, where words transcend borders, and the innovative language generation techniques that breathe life into AI-authored narratives. 
    As the final chapter unfurls, the landscape of NLP expands to embrace the fusion of words and images, welcoming readers to a world where text and visuals intertwine, sparking new realms of understanding and expression. 
     
    Ver libro
  • Matters of Life and Death - Human Dilemmas in the Light of the Christian Faith - cover

    Matters of Life and Death -...

    John Wyatt

    • 0
    • 0
    • 0
    Conjoined twins dilemma... Suicide of terminally ill patient... Designer baby transplant success... Woman gives birth at sixty-six...  
    Rarely are human dilemmas out of the news. And what medical science can do and ought to do - or ought not to do - impinges on our personal lives, families and societies.  
    John Wyatt examines the issues surrounding the beginning and end of life against the background of current medical-ethical thought. Writing out of a deep conviction that the Bible's view of our humanness points a way forward, he suggests how Christian healthcare professionals, churches and individuals can respond to today's challenges and opportunities.
    Ver libro
  • AI In Education For A+ Success - Innovative and Practical Strategies for Teachers to Save Time Inspire Students of All Abilities and Transform Learning with Ethics and Insight - cover

    AI In Education For A+ Success -...

    M. D. Hooper

    • 0
    • 0
    • 0
    Discover the transformative power of AI in education: Enhance your teaching practices and inspire your students, even if you're not tech-savvy!It has become clear that our future classrooms will be shaped by AI, but for many educators, parents and students, this exciting change brings big questions and challenges.This comprehensive guide navigates the complexities of AI in education, equipping educators with practical strategies, real-world applications, and ethical considerations. Imagine yourself as a tech-savvy, innovative educator, transforming your students' learning experience with the positive power of Artificial Intelligence.Here's a peek of what you'll explore within this revolutionary book:* Step-by-step roadmap to seamlessly integrate AI into your existing curriculum, tailored to different age groups and subjects* Proven strategies to personalize learning for each student using AI* Exploration of ethical considerations and data privacy in AI use, with practical recommendations* Tips to overcome common technical hitches and get reliable support when you need it* Ideas to engage parents and the wider community in the value of AI assisted education* Inspirational case studies showcasing successful AI integration in diverse educational settings* Detailed discussion of how AI can assist with classroom management and administrative tasks* Cost-effective suggestions to help you implement AI tools in budget-constrained educational environments* Expert advice on how to foster student engagement with AI learning tools* Forecasts on the future of job markets and how AI can prepare your students* Methods to stay abreast of rapid AI advancements* Guidance on navigating the risks and challenges of AI in education and strategies to mitigate them* How AI can help students with special needs - the tools and the approach* Attention-grabbing techniques to assist with keeping up with rapid advancements of AI technology...and so much more!
    Ver libro