Optimizing Large Language Models Practical Approaches and Applications of Quantization Techniques - Anand Vemula

Listen to this audiobook in full for free on https://hotaudiobook.com/free Title: Optimizing Large Language Models Practical Approaches and Applications of Quantization Techniques Author: Anand Vemula Narrator: Digital Voice Madison G Format: Unabridged Length: 1:51:38 Language: English Release date: 08-21-2024 Publisher: Findaway Voices Genres: Science & Technology, Computers Summary: This audiobook is narrated by a digital voice. 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.