Course Features
Duration
2 months
Delivery Method
Online
Available on
Limited Access
Accessibility
Desktop, Laptop
Language
English
Subtitles
English
Level
Intermediate
Teaching Type
Self Paced
Course Description
Course Overview
International Faculty
Post Course Interactions
Hands-On Training,Instructor-Moderated Discussions
Skills You Will Gain
Prerequisites/Requirements
Beginner-level skills in Deep Learning or Machine Learning
Beginner-level skills in at least one Deep Learning framework (such as PyTorch)
Beginner-level skills in Python
What You Will Learn
Differential PrivacyLearn the mathematical definition of privacyTrain AI models in PyTorch to learn public information from within private datasets
Federated LearningTrain on data that is highly distributed across multiple organizations and data centers using PyTorch and PySyftAggregate gradients using a "trusted aggregator"
Encrypted ComputationDo arithmetic on encrypted numbersUse cryptography to share ownership over a number using Secret SharingLeverage Additive Secret Sharing for encrypted Federated Learning
Course Instructors
Andrew Trask
Instructor