- Getting Started with This Book and Lakehouse Concepts
- Designing Databricks: Day One
- Building Out Our Bronze Layer
- Getting to Know Your Data
- Feature Engineering on Databricks
- Searching for a Signal
- Productionizing ML on Databricks
- Monitoring, Evaluating, and More
Databricks ML in Action
Learn how Databricks supports the entire ML lifecycle end to end from data ingestion to the model deployment
Explore the Databricks Data Intelligence Platform for developing and deploying ML data products. This book will help you build your expertise with projects, involving streaming, forecasting, image classification, and retrieval of augmented generation.
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Explore the Databricks Data Intelligence Platform for developing and deploying ML data products. This book will help you build your expertise with projects, involving streaming, forecasting, image classification, and retrieval of augmented generation.
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About the Book
Discover what makes the Databricks Data Intelligence Platform the go-to choice for top-tier machine learning solutions. Written by a team of industry experts at Databricks with decades of combined experience in big data, machine learning, and data science, 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.
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Packt Publishing Ltd
Packt Publishing are an established global technical learning content provider, founded in Birmingham, UK with over twenty years’ experience in delivering premium rich content from ground-breaking authors on a wide range of emerging and popular technologies. Our titles have global relevance our multimedia portfolio includes over 9,000 books, e-books, audiobooks and video courses. www.packtpub.com
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About the Publisher
This book is published on Leanpub by Packt Publishing Ltd
Packt Publishing are an established global technical learning content provider, founded in Birmingham, UK with over twenty years’ experience in delivering premium rich content from ground-breaking authors on a wide range of emerging and popular technologies. Our titles have global relevance our multimedia portfolio includes over 9,000 books, e-books, audiobooks and video courses. www.packtpub.com
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