Secure and Private AI

Free Course
8 weeks duration

Learn how to extend PyTorch with the tools necessary to train AI models that preserve user privacy.

Secure and Private AI is a comprehensive course on Udacity that covers various aspects of privacy and security in the field of artificial intelligence. The course begins by teaching the mathematical definition of privacy, enabling students to understand how to protect sensitive information. It then delves into training AI models in PyTorch, allowing learners to extract public information from private datasets. The course also explores federated learning, which involves training models on distributed data across multiple organizations and data centers using PyTorch and PySyft. Students will learn how to aggregate gradients using a trusted aggregator to ensure privacy and security. Additionally, the course covers encrypted computation, teaching students how to perform arithmetic operations on encrypted numbers. It also introduces the concept of Secret Sharing, a cryptographic technique that enables the secure sharing of ownership over a number. Finally, learners will leverage Additive Secret Sharing for encrypted Federated Learning, combining privacy and security in a federated learning setting.

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Udacity is an online learning platform that offers a wide range of courses and programs in various fields such as technology, business, data science, and artificial intelligence. It was founded in 2012 by Sebastian Thrun, David Stavens, and Mike Sokolsky with the aim of providing accessible and affordable education to individuals worldwide. Udacity's courses are designed in collaboration with industry experts and leading companies, ensuring that the content is relevant and up-to-date. The platform offers both self-paced courses and guided programs, allowing learners to choose the learning style that suits them best. Udacity also provides career services and support, including resume reviews, interview preparation, and job placement assistance, to help learners transition into their desired careers.
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