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Databricks Lakehouse Platform Cookbook
Publisher:
BPB Publications
| Author:
Alan L. Dennis
| Language:
English
| Format:
Paperback
Publisher:
BPB Publications
Author:
Alan L. Dennis
Language:
English
Format:
Paperback
₹719
Save: 10%
In stock
Ships within:
1-4 Days
In stock
ISBN:
Page Extent:
466
The Databricks Lakehouse is groundbreaking technology that simplifies data storage, processing, and analysis. This cookbook offers a clear and practical guide to building and optimizing your Lakehouse to make data-driven decisions and drive impactful results.
This definitive guide walks you through the entire Lakehouse journey, from setting up your environment, and connecting to storage, to creating Delta tables, building data models, and ingesting and transforming data. We start off by discussing how to ingest data to Bronze, then refine it to produce Silver. Next, we discuss how to create Gold tables and various data modeling techniques often performed in the Gold layer. You will learn how to leverage Spark SQL and PySpark for efficient data manipulation, apply Delta Live Tables for real-time data processing, and implement Machine Learning and Data Science workflows with MLflow, Feature Store, and AutoML. The book also delves into advanced topics like graph analysis, data governance, and visualization, equipping you with the necessary knowledge to solve complex data challenges.
By the end of this cookbook, you will be a confident Lakehouse expert, capable of designing, building, and managing robust data-driven solutions.
Description
The Databricks Lakehouse is groundbreaking technology that simplifies data storage, processing, and analysis. This cookbook offers a clear and practical guide to building and optimizing your Lakehouse to make data-driven decisions and drive impactful results.
This definitive guide walks you through the entire Lakehouse journey, from setting up your environment, and connecting to storage, to creating Delta tables, building data models, and ingesting and transforming data. We start off by discussing how to ingest data to Bronze, then refine it to produce Silver. Next, we discuss how to create Gold tables and various data modeling techniques often performed in the Gold layer. You will learn how to leverage Spark SQL and PySpark for efficient data manipulation, apply Delta Live Tables for real-time data processing, and implement Machine Learning and Data Science workflows with MLflow, Feature Store, and AutoML. The book also delves into advanced topics like graph analysis, data governance, and visualization, equipping you with the necessary knowledge to solve complex data challenges.
By the end of this cookbook, you will be a confident Lakehouse expert, capable of designing, building, and managing robust data-driven solutions.
About Author
Dr. Alan L. Dennis has been writing software for over 30 years. His experiences range from being one of the first employees at a startup to leading a team of over twenty developers. He has held titles such as Programmer, Architect, Chief Technical Officer, and member of technical staff. He has worked for many Fortune 50 companies, with a wide range of industry experience.
He holds a Doctorate in Computer Science with a concentration in Big Data Analytics, a Master’s in Computer Science with specialization in Artificial Intelligence, and a Bachelor’s of Business Administration with focus on Computer Information Systems. He teaches graduate classes at several universities and is a Databricks Certified Trainer.
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