Optimizing Large Language Models Practical Approaches and Applications of Quantization Technique

Released on by Anand Vemula
preview-18

  • Optimizing Large Language Models Practical Approaches and Applications of Quantization Technique Book Detail

  • Author : Anand Vemula
  • Release Date : 2024-08-19
  • Publisher : Anand Vemula
  • Genre : Computers
  • Pages : 143
  • ISBN 13 :
  • File Size : 28,28 MB
DOWNLOAD BOOK

Optimizing Large Language Models Practical Approaches and Applications of Quantization Technique by Anand Vemula PDF Summary

Book Description: The book provides an in-depth understanding of quantization techniques and their impact on model efficiency, performance, and deployment. The book starts with a foundational overview of quantization, explaining its significance in reducing the computational and memory requirements of LLMs. It delves into various quantization methods, including uniform and non-uniform quantization, per-layer and per-channel quantization, and hybrid approaches. Each technique is examined for its applicability and trade-offs, helping readers select the best method for their specific needs. The guide further explores advanced topics such as quantization for edge devices and multi-lingual models. It contrasts dynamic and static quantization strategies and discusses emerging trends in the field. Practical examples, use cases, and case studies are provided to illustrate how these techniques are applied in real-world scenarios, including the quantization of popular models like GPT and BERT.

Disclaimer: www.yourbookbest.com does not own Optimizing Large Language Models Practical Approaches and Applications of Quantization Technique books pdf, neither created or scanned. We just provide the link that is already available on the internet, public domain and in Google Drive. If any way it violates the law or has any issues, then kindly mail us via contact us page to request the removal of the link.

Large Language Models

Large Language Models

File Size : 54,54 MB
Total View : 620 Views
DOWNLOAD

Large Language Models (LLMs) have emerged as a cornerstone technology, transforming how we interact with information and redefining the boundaries of artificial

Mastering Large Language Models with Python

Mastering Large Language Models with Python

File Size : 31,31 MB
Total View : 2676 Views
DOWNLOAD

A Comprehensive Guide to Leverage Generative AI in the Modern Enterprise KEY FEATURES ● Gain a comprehensive understanding of LLMs within the framework of Gen

Large Language Model-Based Solutions

Large Language Model-Based Solutions

File Size : 1,1 MB
Total View : 8091 Views
DOWNLOAD

Learn to build cost-effective apps using Large Language Models In Large Language Model-Based Solutions: How to Deliver Value with Cost-Effective Generative AI A