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Quantization Methods for Large Language Models From Theory to Real-World Implementations - Softcover
Synopsis
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...
- PublisherAnand Vemula
- Publication date2024
- ISBN 13 9798227328335
- BindingPaperback
- LanguageEnglish
- Number of pages76
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