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Decoding Large Language Models

You're reading from   Decoding Large Language Models An exhaustive guide to understanding, implementing, and optimizing LLMs for NLP applications

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Product type Paperback
Published in Oct 2024
Publisher Packt
ISBN-13 9781835084656
Length 396 pages
Edition 1st Edition
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Author (1):
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Irena Cronin Irena Cronin
Author Profile Icon Irena Cronin
Irena Cronin
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Table of Contents (22) Chapters Close

Preface 1. Part 1: The Foundations of Large Language Models (LLMs)
2. Chapter 1: LLM Architecture FREE CHAPTER 3. Chapter 2: How LLMs Make Decisions 4. Part 2: Mastering LLM Development
5. Chapter 3: The Mechanics of Training LLMs 6. Chapter 4: Advanced Training Strategies 7. Chapter 5: Fine-Tuning LLMs for Specific Applications 8. Chapter 6: Testing and Evaluating LLMs 9. Part 3: Deployment and Enhancing LLM Performance
10. Chapter 7: Deploying LLMs in Production 11. Chapter 8: Strategies for Integrating LLMs 12. Chapter 9: Optimization Techniques for Performance 13. Chapter 10: Advanced Optimization and Efficiency 14. Part 4: Issues, Practical Insights, and Preparing for the Future
15. Chapter 11: LLM Vulnerabilities, Biases, and Legal Implications 16. Chapter 12: Case Studies – Business Applications and ROI 17. Chapter 13: The Ecosystem of LLM Tools and Frameworks 18. Chapter 14: Preparing for GPT-5 and Beyond 19. Chapter 15: Conclusion and Looking Forward 20. Index 21. Other Books You May Enjoy

Final thoughts — embracing the LLM revolution

As we stand at the start of the LLM revolution, it is clear that these advanced AI systems are rapidly reshaping the landscapes of numerous industries, from technology to healthcare, and beyond. The transformative power of LLMs to understand, interpret, and generate human language with a previously unattainable depth and nuance marks a paradigm shift not only in ML but also in the very interface between humanity and digital technology.

The integration of LLMs within the business sector represents a transformation that is both deep and wide-ranging. LLMs have transcended the boundaries of mere potential and have become active, influential players in the corporate world. They are not merely auxiliary tools but have become central to strategic business operations, deeply embedded in the decision-making processes, customer service protocols, and marketing strategies.

LLMs have ushered in a new era of customer engagement and service...

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