Mastering LLMs and GPUs: A Hands-on Guide to Programming, Optimization, and Deployment - Brossura

Vemula, Anand

Brossura

ISBN 13: 9798326254955

Casa editrice: Independently published, 2024

Riassunto

Tired of slow AI? Want to build groundbreaking applications powered by language? This book is your key!

Mastering LLMs and GPUs: A Hands-on Guide to Programming, Optimization, and Deployment equips you with the practical skills to leverage the revolutionary power of Large Language Models (LLMs) and Graphics Processing Units (GPUs).

Inside, you'll discover:

• The Fundamentals: Demystify LLMs, grasp their architectures, and understand how they leverage massive data to generate human-quality text, translate languages, and answer your questions in an informative way.
• GPU Powerhouse: Unlock the secrets of GPUs, the processing engines that accelerate LLM training compared to traditional CPUs. Learn how to harness their parallel processing capabilities for lightning-fast results.

Become an LLM Programming Pro:

• Code Like a Master: Dive into the world of LLM programming with essential tools and libraries like CUDA or OpenCL. Write code that effectively unleashes the parallel processing power of GPUs.
• Optimize for Peak Performance: Master memory management strategies to ensure data is readily available for faster processing. Explore techniques for fine-tuning pre-trained LLMs, specializing them for specific tasks and maximizing their effectiveness.

Deploy Your LLM Creations:

• Real-World Applications: Learn to integrate your trained and optimized LLM into applications or cloud platforms, making it accessible for real-world use cases.
• Practical Considerations: Gain insights into resource management and performance monitoring techniques to keep your LLM running smoothly.

Mastering LLMs and GPUs is your comprehensive guide to building powerful language models. With hands-on exercises, clear explanations, and practical advice, you'll be well on your way to developing groundbreaking AI applications that transform the way we interact with language.

Dettagli dell'edizione

• Editore: Independently published
• Data di pubblicazione: 2024
• Lingua: Inglese
• ISBN 13: 9798326254955
• Rilegatura: Copertina flessibile
• Numero di pagine: 137
• Contatto del produttore: Manufactured by Amazon on behalf of the author; https://www.amazon.it/hz/contact-us; ; c/o Amazon Media EU S.à.r.l., 38 Avenue John F. Kennedy; Luxembourg; L-1855; Lussemburgo