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    Détails du Torrent Pour "Machine Learning Production Systems Engineering Machine Learning Models and Pipelines..."

    Machine Learning Production Systems Engineering Machine Learning Models and Pipelines...

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    _NAME_:Machine Learning Production Systems Engineering Machine Learning Models and Pipelines...
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    Machine Learning Production Systems Engineering Machine Learning Models and Pipelines (True PDF)



    English | November 5, 2024 | ISBN: 1098156013 | True PDF | 472 pages | 17.8 MB

    Using machine learning for products, services, and critical business processes is quite different from using ML in an academic or research setting—especially for recent ML graduates and those moving from research to a commercial environment. Whether you currently work to create products and services that use ML, or would like to in the future, this practical book gives you a broad view of the entire field.

    Authors Robert Crowe, Hannes Hapke, Emily Caveness, and Di Zhu help you identify topics that you can dive into deeper, along with reference materials and tutorials that teach you the details. You'll learn the state of the art of machine learning engineering, including a wide range of topics such as modeling, deployment, and MLOps. You'll learn the basics and advanced aspects to understand the production ML lifecycle.

    This book provides four in-depth sections that cover all aspects of machine learning engineering

    Data: collecting, labeling, validating, automation, and data preprocessing; data feature engineering and selection; data journey and storage
    Modeling: high performance modeling; model resource management techniques; model analysis and interoperability; neural architecture search
    Deployment: model serving patterns and infrastructure for ML models and LLMs; management and delivery; monitoring and logging
    Productionalizing: ML pipelines; classifying unstructured texts and images; genAI model pipelines

    YouTube Video:
    Catégorie:Books
    Langue :English  English
    Taille totale:16.95 MB
    Info Hash:7D48B2D2DC54E7487240D42C82907FAAD74A278D
    Ajouté par:SadeemPC VIP
    Date:2024-10-30 18:34:35
    Statut Torrent:Torrent Verified


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