Creating Production-Ready LLMs: A Comprehensive Guide to Building, Optimizing, and Deploying Large Language Models for Production Use (Mastering Modern AI: Foundations to Production) - Tapa dura

Sinopsis

Master the Art of Building, Optimizing, and Deploying Large Language Models for Production

The ONLY resource you will need to develop LLMs that can thrive in real-world applications.

This 500+ page guide covers everything from foundational concepts to advanced techniques, offering a clear roadmap for:

• Understanding the core architectures behind LLMs, including transformers, GPT, BERT, and T5.
• Training models from scratch, optimizing performance, and implementing distributed training with multi-GPU and TPU setups.
• Fine-tuning pre-trained models for specific tasks and ensuring they are reliable, scalable, and efficient.
• Practical strategies for integrating LLMs into business workflows, including case studies from industries like healthcare, finance, and education.
• Addressing key challenges such as debugging, handling edge cases, and ensuring robust security and ethical compliance.
• Mastering prompt engineering to enhance model performance, generate precise outputs, and unlock the full potential of LLMs in real-world applications.

By the end of this book, you will have the expertise to:

• Take LLMs from concept to production use with confidence.
• Deploy LLMs in high-demand, real-world environments.
• Solve challenges in scaling, optimizing, and maintaining LLMs in production.
• Understand key ethical considerations and how to mitigate bias in LLM deployments.

This book goes beyond theory, providing hands-on examples, case studies, and real-world insights that will help you apply LLMs effectively in your projects. Whether you're an AI engineer, data scientist, researcher, or business leader, Production-Ready LLMs equips you with the tools to stay ahead in the fast-paced world of AI.

If you’re ready to move beyond experimentation and develop LLMs that deliver results in real-world scenarios, Production-Ready LLMs is your essential companion.

"Sinopsis" puede pertenecer a otra edición de este libro.