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Essential Guide to LLMOps

You're reading from   Essential Guide to LLMOps Implementing effective strategies for Large Language Models in deployment and continuous improvement

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Product type Paperback
Published in Jul 2024
Publisher Packt
ISBN-13 9781835887509
Length 190 pages
Edition 1st Edition
Languages
Tools
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Author (1):
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Ryan Doan Ryan Doan
Author Profile Icon Ryan Doan
Ryan Doan
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Table of Contents (14) Chapters Close

Preface 1. Part 1: Foundations of LLMOps
2. Chapter 1: Introduction to LLMs and LLMOps FREE CHAPTER 3. Chapter 2: Reviewing LLMOps Components 4. Part 2: Tools and Strategies in LLMOps
5. Chapter 3: Processing Data in LLMOps Tools 6. Chapter 4: Developing Models via LLMOps 7. Chapter 5: LLMOps Review and Compliance 8. Part 3: Advanced LLMOps Applications and Future Outlook
9. Chapter 6: LLMOps Strategies for Inference, Serving, and Scalability 10. Chapter 7: LLMOps Monitoring and Continuous Improvement 11. Chapter 8: The Future of LLMOps and Emerging Technologies 12. Index 13. Other Books You May Enjoy

Part 2: Tools and Strategies in LLMOps

Part two covers the practical aspects of implementing LLMOps, focusing on the critical stages of data management, including collection, transformation, and preparation, which are essential for training effective LLMs. Then, we explore the steps involved in model development, from feature creation to hyperparameter tuning. Finally, we address the crucial aspects of evaluating model performance, securing models, and ensuring they comply with legal and regulatory standards. This section provides a comprehensive look at the operational processes that ensure LLMs are both effective and adhere to required norms and practices.

This part contains the following chapters:

  • Chapter 3, Processing Data in LLMOps Tools
  • Chapter 4, Developing Models via LLMOps
  • Chapter 5, LLMOps Review and Compliance
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