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Database Design and Modeling with Google Cloud

You're reading from   Database Design and Modeling with Google Cloud Learn database design and development to take your data to applications, analytics, and AI

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Product type Paperback
Published in Dec 2023
Publisher Packt
ISBN-13 9781804611456
Length 234 pages
Edition 1st Edition
Concepts
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Author (1):
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Abirami Sukumaran Abirami Sukumaran
Author Profile Icon Abirami Sukumaran
Abirami Sukumaran
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Table of Contents (18) Chapters Close

Preface 1. Part 1:Database Model: Business and Technical Design Considerations
2. Chapter 1: Data, Databases, and Design FREE CHAPTER 3. Chapter 2: Handling Data on the Cloud 4. Part 2:Structured Data
5. Chapter 3: Database Modeling for Structured Data 6. Chapter 4: Setting Up a Fully Managed RDBMS 7. Chapter 5: Designing an Analytical Data Warehouse 8. Part 3:Semi-Structured, Unstructured Data, and NoSQL Design
9. Chapter 6: Designing for Semi-Structured Data 10. Chapter 7: Unstructured Data Management 11. Part 4:DevOps and Databases
12. Chapter 8: DevOps and Databases 13. Part 5:Data to AI
14. Chapter 9: Data to AI – Modeling Your Databases for Analytics and ML 15. Chapter 10: Looking Ahead – Designing for LLM Applications 16. Index 17. Other Books You May Enjoy

Summary

In this chapter, we walked through the phenomenon that has taken the world by storm – LLMs. We covered some fundamental topics around the evolution, basics, and principles of LLMs, the differences between data model design for good old analytical applications, and looked at LLM applications with some real-world use cases. Then, we discussed some data model considerations, techniques, best practices, and ethical considerations for data modeling design for LLM use cases. We also extended our learning to a simple hands-on LLM application development exercise.

LLMs and Generative AI services such as BigQuery and Vertex AI open up countless opportunities and potential business insights across industries by enabling us to work with diverse data formats and sources. I hope this chapter was able to equip you with a foundational insight into the world of LLMs and their applications while helping you prepare your data and design to handle the scaling use cases, challenges,...

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