- 了解机器学习原理
- 有Python和ML库（如PyTorch、TensorFlow）的使用经验
- 熟悉数据隐私或网络安全概念者优先
受众
- AI研究人员
- 数据保护与隐私合规团队
- 在受监管行业工作的安全工程师
隐私保护Machine Learning是一个专注于保护敏感数据的领域，同时仍能在去中心化或受限环境中实现先进的人工智能能力。
本次由讲师指导的培训（线上或线下）面向希望在实际机器学习管道中实施和评估联邦学习、安全多方计算、同态加密和差分隐私等技术的资深专业人士。
培训结束后，参与者将能够：
- 理解并比较机器学习中的关键隐私保护技术。
- 使用开源框架实施联邦学习系统。
- 应用差分隐私进行安全的数据共享和模型训练。
- 使用加密和安全计算技术保护模型输入和输出。
课程形式
- 互动式讲座和讨论。
- 大量练习和实践。
- 在实时实验室环境中进行动手实践。
课程定制选项
- 如需为此课程定制培训，请联系我们安排。
隐私保护机器学习简介
- 敏感数据环境中的动机与风险
- 隐私保护机器学习技术概述
- 威胁模型与法规考量（例如，GDPR，HIPAA）
Federated Learning
- Federated Learning 的概念与架构
- 客户端-服务器同步与聚合
- 使用 PySyft 和 Flower 进行实现
差分隐私
- 差分隐私的数学原理
- 在数据查询与模型训练中应用差分隐私
- 使用 Opacus 和 TensorFlow Privacy
安全多方计算（SMPC）
- SMPC 协议与应用场景
- 基于加密与秘密共享的方法
- 使用 CrypTen 或 PySyft 进行安全计算工作流
同态加密
- 完全同态加密与部分同态加密
- 针对敏感工作负载的加密推理
- 使用 TenSEAL 和 Microsoft SEAL 进行实践
应用与行业案例研究
- 医疗领域的隐私：医疗 AI 中的 Federated Learning
- 金融领域的安全协作：风险模型与合规性
- 国防与政府用例
总结与下一步
United Arab Emirates - Privacy-Preserving Machine Learning
Qatar - Privacy-Preserving Machine Learning
Egypt - Privacy-Preserving Machine Learning
Saudi Arabia - Privacy-Preserving Machine Learning
South Africa - Privacy-Preserving Machine Learning
Brasil - Privacy-Preserving Machine Learning
Canada - Privacy-Preserving Machine Learning
中国 - Privacy-Preserving Machine Learning
香港 - Privacy-Preserving Machine Learning
澳門 - Privacy-Preserving Machine Learning
台灣 - Privacy-Preserving Machine Learning
USA - Privacy-Preserving Machine Learning
Österreich - Privacy-Preserving Machine Learning
Schweiz - Privacy-Preserving Machine Learning
Deutschland - Privacy-Preserving Machine Learning
Czech Republic - Privacy-Preserving Machine Learning
Denmark - Privacy-Preserving Machine Learning
Estonia - Privacy-Preserving Machine Learning
Finland - Privacy-Preserving Machine Learning
Greece - Privacy-Preserving Machine Learning
Magyarország - Privacy-Preserving Machine Learning
Ireland - Privacy-Preserving Machine Learning
Luxembourg - Privacy-Preserving Machine Learning
Latvia - Privacy-Preserving Machine Learning
España - Privacy-Preserving Machine Learning
Italia - Privacy-Preserving Machine Learning
Lithuania - Privacy-Preserving Machine Learning
Nederland - Privacy-Preserving Machine Learning
Norway - Privacy-Preserving Machine Learning
Portugal - Privacy-Preserving Machine Learning
România - Privacy-Preserving Machine Learning
Sverige - Privacy-Preserving Machine Learning
Türkiye - Privacy-Preserving Machine Learning
Malta - Privacy-Preserving Machine Learning
Belgique - Privacy-Preserving Machine Learning
France - Privacy-Preserving Machine Learning
日本 - Privacy-Preserving Machine Learning
Australia - Privacy-Preserving Machine Learning
Malaysia - Privacy-Preserving Machine Learning
New Zealand - Privacy-Preserving Machine Learning
Philippines - Privacy-Preserving Machine Learning
Singapore - Privacy-Preserving Machine Learning
Thailand - Privacy-Preserving Machine Learning
Vietnam - Privacy-Preserving Machine Learning
India - Privacy-Preserving Machine Learning
Argentina - Privacy-Preserving Machine Learning
Chile - Privacy-Preserving Machine Learning
Costa Rica - Privacy-Preserving Machine Learning
Ecuador - Privacy-Preserving Machine Learning
Guatemala - Privacy-Preserving Machine Learning
Colombia - Privacy-Preserving Machine Learning
México - Privacy-Preserving Machine Learning
Panama - Privacy-Preserving Machine Learning
Peru - Privacy-Preserving Machine Learning
Uruguay - Privacy-Preserving Machine Learning
Venezuela - Privacy-Preserving Machine Learning
Polska - Privacy-Preserving Machine Learning
United Kingdom - Privacy-Preserving Machine Learning
South Korea - Privacy-Preserving Machine Learning
Pakistan - Privacy-Preserving Machine Learning
Sri Lanka - Privacy-Preserving Machine Learning
Bulgaria - Privacy-Preserving Machine Learning
Bolivia - Privacy-Preserving Machine Learning
Indonesia - Privacy-Preserving Machine Learning
Kazakhstan - Privacy-Preserving Machine Learning
Moldova - Privacy-Preserving Machine Learning
Morocco - Privacy-Preserving Machine Learning
Tunisia - Privacy-Preserving Machine Learning
Kuwait - Privacy-Preserving Machine Learning
Oman - Privacy-Preserving Machine Learning
Slovakia - Privacy-Preserving Machine Learning
Kenya - Privacy-Preserving Machine Learning
Nigeria - Privacy-Preserving Machine Learning
Botswana - Privacy-Preserving Machine Learning
Slovenia - Privacy-Preserving Machine Learning
Croatia - Privacy-Preserving Machine Learning
Serbia - Privacy-Preserving Machine Learning
Bhutan - Privacy-Preserving Machine Learning