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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
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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 FREE CHAPTER
2. Chapter 1: Introduction to LLMs and LLMOps 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

Planning and risk management

Scenario planning and risk management are essential for organizations that aim to leverage LLMs effectively while navigating the complexities and uncertainties inherent in rapidly advancing technologies. These strategies enable organizations to prepare for various potential futures, optimizing their readiness for both the opportunities and challenges that next-generation LLMs may present.

Scenario planning involves constructing detailed, plausible scenarios that cover a spectrum of possible future states, from the most optimistic outcomes to potential crises or challenges. This process starts with identifying key drivers of change in the LLM landscape, such as technological breakthroughs, regulatory changes, or shifts in market demand. Organizations then develop scenarios that illustrate how these drivers could affect their operations and strategic goals. For instance, a best-case scenario might depict a market where new LLM technologies provide a significant...

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