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Data Engineering for Machine Learning Pipelines: From Python Libraries to ML Pipelines and Cloud Platforms - Softcover
- PublisherApress
- Publication date2024
- ISBN 13 9798868806018
- BindingPaperback
- LanguageEnglish
- Edition number1
- Number of pages661
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Data Engineering for Machine Learning Pipelines : From Python Libraries to Ml Pipelines and Cloud Platforms
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Data Engineering for Machine Learning Pipelines: From Python Libraries to ML Pipelines and Cloud Platforms
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Data Engineering for Machine Learning Pipelines: From Python Libraries to ML Pipelines and Cloud Platforms
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Data Engineering for Machine Learning Pipelines : From Python Libraries to Ml Pipelines and Cloud Platforms
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Data Engineering for Machine Learning Pipelines (Paperback)
Published by
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, Berlin, 2024
ISBN 13: 9798868806018
New
Paperback
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Paperback. Condition: new. Paperback. This book covers modern data engineering functions and important Python libraries, to help you develop state-of-the-art ML pipelines and integration code.The book begins by explaining data analytics and transformation, delving into the Pandas library, its capabilities, and nuances. It then explores emerging libraries such as Polars and CuDF, providing insights into GPU-based computing and cutting-edge data manipulation techniques. The text discusses the importance of data validation in engineering processes, introducing tools such as Great Expectations and Pandera to ensure data quality and reliability. The book delves into API design and development, with a specific focus on leveraging the power of FastAPI. It covers authentication, authorization, and real-world applications, enabling you to construct efficient and secure APIs using FastAPI. Also explored is concurrency in data engineering, examining Dask's capabilities from basic setup to crafting advanced machine learning pipelines. The book includes development and delivery of data engineering pipelines using leading cloud platforms such as AWS, Google Cloud, and Microsoft Azure. The concluding chapters concentrate on real-time and streaming data engineering pipelines, emphasizing Apache Kafka and workflow orchestration in data engineering. Workflow tools such as Airflow and Prefect are introduced to seamlessly manage and automate complex data workflows.What sets this book apart is its blend of theoretical knowledge and practical application, a structured path from basic to advanced concepts, and insights into using state-of-the-art tools. With this book, you gain access to cutting-edge techniques and insights that are reshaping the industry. This book is not just an educational tool. It is a career catalyst, and an investment in your future as a data engineering expert, poised to meet the challenges of today's data-driven world. What You Will LearnElevate your data wrangling jobs by utilizing the power of both CPU and GPU computing, and learn to process data using Pandas 2.0, Polars, and CuDF at unprecedented speedsDesign data validation pipelines, construct efficient data service APIs, develop real-time streaming pipelines and master the art of workflow orchestration to streamline your engineering projectsLeverage concurrent programming to develop machine learning pipelines and get hands-on experience in development and deployment of machine learning pipelines across AWS, GCP, and Azure Who This Book Is ForData analysts, data engineers, data scientists, machine learning engineers, and MLOps specialists Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9798868806018
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Data Engineering for Machine Learning Pipelines: From Python Libraries to ML Pipelines and Cloud Platforms
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paperback. Condition: New. First Edition. Special order direct from the distributor. Seller Inventory # ING9798868806018
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Data Engineering for Machine Learning Pipelines : From Python Libraries to Ml Pipelines and Cloud Platforms
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Data Engineering for Machine Learning Pipelines : From Python Libraries to Ml Pipelines and Cloud Platforms
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Data Engineering for Machine Learning Pipelines
Published by
Springer-Verlag Berlin and Heidelberg GmbH and Co. KG, 2024
ISBN 13: 9798868806018
New
PAP
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PAP. Condition: New. New Book. Shipped from UK. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9798868806018
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Data Engineering for Machine Learning Pipelines
Published by
Springer-Verlag Berlin and Heidelberg GmbH and Co. KG, 2024
ISBN 13: 9798868806018
New
PAP
Seller: PBShop.store UK, Fairford, GLOS, United Kingdom
Seller rating 4 out of 5 stars
PAP. Condition: New. New Book. Delivered from our UK warehouse in 4 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9798868806018
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