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Jyotinder Singh - Practical Quantization in Keras | PyData Seattle 2025

Python

Tutorial

Education

NumFOCUS

PyData

Opensource

learn

software

python 3

Julia

coding

learn to code

how to program

scientific programming

Автор: PyData

Загружено: 2025-11-17

Просмотров: 122

Описание: Large language models are often too large to run on personal machines, requiring specialized hardware with massive memory. Quantization provides a way to shrink models, speed them up, and reduce memory usage - all while retaining most of their accuracy.

This talk introduces the fundamentals of neural network quantization, key techniques, and demonstrates how to apply them using Keras’s extensible quantization framework.

www.pydata.org

PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.

PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases.

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Jyotinder Singh - Practical Quantization in Keras | PyData Seattle 2025

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