GET TO GRIPS WITH AUTOGENERATING CODE, DEPLOYING ML ALGORITHMS, AND
LEVERAGING VARIOUS ML LIFECYCLE FEATURES ON THE DATABRICKS PLATFORM,
GUIDED BY BEST PRACTICES AND REUSABLE CODE FOR YOU TO TRY, ALTER, AND
BUILD ON
KEY FEATURES
* Build machine learning solutions faster than peers only using
documentation
* Enhance or refine your expertise with tribal knowledge and concise
explanations
* Follow along with code projects provided in GitHub to accelerate
your projects
* Purchase of the print or Kindle book includes a free PDF eBook
BOOK DESCRIPTION
Discover what makes the Databricks Data Intelligence Platform the
go-to choice for top-tier machine learning solutions. Databricks ML in
Action presents cloud-agnostic, end-to-end examples with hands-on
illustrations of executing data science, machine learning, and
generative AI projects on the Databricks Platform. You’ll develop
expertise in Databricks' managed MLflow, Vector Search, AutoML, Unity
Catalog, and Model Serving as you learn to apply them practically in
everyday workflows. This Databricks book not only offers detailed code
explanations but also facilitates seamless code importation for
practical use. You’ll discover how to leverage the open-source
Databricks platform to enhance learning, boost skills, and elevate
productivity with supplemental resources. By the end of this book,
you'll have mastered the use of Databricks for data science, machine
learning, and generative AI, enabling you to deliver outstanding data
products.
WHAT YOU WILL LEARN
* Set up a workspace for a data team planning to perform data science
* Monitor data quality and detect drift
* Use autogenerated code for ML modeling and data exploration
* Operationalize ML with feature engineering client, AutoML,
VectorSearch, Delta Live Tables, AutoLoader, and Workflows
* Integrate open-source and third-party applications, such as
OpenAI's ChatGPT, into your AI projects
* Communicate insights through Databricks SQL dashboards and Delta
Sharing
* Explore data and models through the Databricks marketplace
WHO THIS BOOK IS FOR
This book is for machine learning engineers, data scientists, and
technical managers seeking hands-on expertise in implementing and
leveraging the Databricks Data Intelligence Platform and its Lakehouse
architecture to create data products.
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Produktdetaljer
ISBN
9781800564008
Publisert
2024
Utgave
1. utgave
Utgiver
Packt Publishing
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter