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Daniel Huynh - BastionAI: Towards an Easy-to-use Privacy-preserving Deep Learning Framework

Python

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PyData

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software

python 3

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coding

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Автор: PyData

Загружено: 28 февр. 2023 г.

Просмотров: 226 просмотров

Описание:

www.pydata.org

We present BastionAI, a new framework for privacy-preserving deep learning leveraging secure enclaves and Differential Privacy.
We provide promising first results on fine-tuning a BERT model on the SMS Spam Collection Data Set within a secure enclave with Differential Privacy.
The library is available at https://github.com/mithril-security/b....

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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Daniel Huynh - BastionAI: Towards an Easy-to-use Privacy-preserving Deep Learning Framework

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