- 对深度学习有深入的理解
- 熟悉 Python 和深度学习框架
- 使用神经网路的经验
观众
- 深度学习工程师
- AI 专家
深度学习中的可解释性是一个关键领域，专注于揭开复杂神经网路内部工作原理的神秘面纱。本课程深入探讨高级可解释性技术，使参与者能够通过提高“黑盒”模型的可解释性和透明度来深入了解这些模型。
这种由讲师指导的现场培训（在线或现场）面向希望探索深度学习模型的先进 XAI 技术的高级专业人员，重点是构建可解释的 AI 系统。
在本次培训结束时，参与者将能够：
- 了解深度学习中可解释性的挑战。
- 为神经网路实施高级 XAI 技术。
- 解释深度学习模型做出的决策。
- 评估性能和透明度之间的权衡。
课程形式
- 互动讲座和讨论。
- 大量的练习和练习。
- 在即时实验室环境中动手实施。
课程自定义选项
- 要申请本课程的定制培训，请联系我们进行安排。
Deep Learning 可解释性简介
- 什么是黑盒模型？
- 透明度在 AI 系统中的重要性
- 神经网路中的可解释性挑战概述
高级 XAI 技术 Deep Learning
- 与模型无关的深度学习方法：LIME、SHAP
- 阶层相关性传播 （LRP）
- 显著性图和基于梯度的方法
解释神经网路决策
- 可视化神经网路中的隐藏层
- 了解深度学习模型中的注意力机制
- 从神经网路生成人类可读的解释
用于解释 Deep Learning 模型的工具
- 开源 XAI 库简介
- 使用 Captum 和 InterpretML 进行深度学习
- 在 TensorFlow 和 PyTorch 中集成可解释性技术
可解释性与性能
- 准确性和可解释性之间的权衡
- 设计可解释但高性能的深度学习模型
- 处理深度学习中的偏差和公平性
Deep Learning 可解释性的实际应用
- 医疗保健 AI 模型中的可解释性
- AI 透明度的监管要求
- 在生产环境中部署可解释的深度学习模型
可解释的伦理考虑 Deep Learning
- AI 透明度的道德影响
- 平衡合乎道德的 AI 实践与创新
- 深度学习可解释性中的隐私问题
总结和后续步骤
United Arab Emirates - Explainability in Deep Learning: Demystifying Black-Box Models
Qatar - Explainability in Deep Learning: Demystifying Black-Box Models
Egypt - Explainability in Deep Learning: Demystifying Black-Box Models
Saudi Arabia - Explainability in Deep Learning: Demystifying Black-Box Models
South Africa - Explainability in Deep Learning: Demystifying Black-Box Models
Brasil - Explainability in Deep Learning: Demystifying Black-Box Models
Canada - Explainability in Deep Learning: Demystifying Black-Box Models
中国 - Explainability in Deep Learning: Demystifying Black-Box Models
香港 - Explainability in Deep Learning: Demystifying Black-Box Models
澳門 - Explainability in Deep Learning: Demystifying Black-Box Models
台灣 - Explainability in Deep Learning: Demystifying Black-Box Models
USA - Explainability in Deep Learning: Demystifying Black-Box Models
Österreich - Explainability in Deep Learning: Demystifying Black-Box Models
Schweiz - Explainability in Deep Learning: Demystifying Black-Box Models
Deutschland - Explainability in Deep Learning: Demystifying Black-Box Models
Czech Republic - Explainability in Deep Learning: Demystifying Black-Box Models
Denmark - Explainability in Deep Learning: Demystifying Black-Box Models
Estonia - Explainability in Deep Learning: Demystifying Black-Box Models
Finland - Explainability in Deep Learning: Demystifying Black-Box Models
Greece - Explainability in Deep Learning: Demystifying Black-Box Models
Magyarország - Explainability in Deep Learning: Demystifying Black-Box Models
Ireland - Explainability in Deep Learning: Demystifying Black-Box Models
Luxembourg - Explainability in Deep Learning: Demystifying Black-Box Models
Latvia - Explainability in Deep Learning: Demystifying Black-Box Models
España - Explainability in Deep Learning: Demystifying Black-Box Models
Italia - Explainability in Deep Learning: Demystifying Black-Box Models
Lithuania - Explainability in Deep Learning: Demystifying Black-Box Models
Nederland - Explainability in Deep Learning: Demystifying Black-Box Models
Norway - Explainability in Deep Learning: Demystifying Black-Box Models
Portugal - Explainability in Deep Learning: Demystifying Black-Box Models
România - Explainability in Deep Learning: Demystifying Black-Box Models
Sverige - Explainability in Deep Learning: Demystifying Black-Box Models
Türkiye - Explainability in Deep Learning: Demystifying Black-Box Models
Malta - Explainability in Deep Learning: Demystifying Black-Box Models
Belgique - Explainability in Deep Learning: Demystifying Black-Box Models
France - Explainability in Deep Learning: Demystifying Black-Box Models
日本 - Explainability in Deep Learning: Demystifying Black-Box Models
Australia - Explainability in Deep Learning: Demystifying Black-Box Models
Malaysia - Explainability in Deep Learning: Demystifying Black-Box Models
New Zealand - Explainability in Deep Learning: Demystifying Black-Box Models
Philippines - Explainability in Deep Learning: Demystifying Black-Box Models
Singapore - Explainability in Deep Learning: Demystifying Black-Box Models
Thailand - Explainability in Deep Learning: Demystifying Black-Box Models
Vietnam - Explainability in Deep Learning: Demystifying Black-Box Models
India - Explainability in Deep Learning: Demystifying Black-Box Models
Argentina - Explainability in Deep Learning: Demystifying Black-Box Models
Chile - Explainability in Deep Learning: Demystifying Black-Box Models
Costa Rica - Explainability in Deep Learning: Demystifying Black-Box Models
Ecuador - Explainability in Deep Learning: Demystifying Black-Box Models
Guatemala - Explainability in Deep Learning: Demystifying Black-Box Models
Colombia - Explainability in Deep Learning: Demystifying Black-Box Models
México - Explainability in Deep Learning: Demystifying Black-Box Models
Panama - Explainability in Deep Learning: Demystifying Black-Box Models
Peru - Explainability in Deep Learning: Demystifying Black-Box Models
Uruguay - Explainability in Deep Learning: Demystifying Black-Box Models
Venezuela - Explainability in Deep Learning: Demystifying Black-Box Models
Polska - Explainability in Deep Learning: Demystifying Black-Box Models
United Kingdom - Explainability in Deep Learning: Demystifying Black-Box Models
South Korea - Explainability in Deep Learning: Demystifying Black-Box Models
Pakistan - Explainability in Deep Learning: Demystifying Black-Box Models
Sri Lanka - Explainability in Deep Learning: Demystifying Black-Box Models
Bulgaria - Explainability in Deep Learning: Demystifying Black-Box Models
Bolivia - Explainability in Deep Learning: Demystifying Black-Box Models
Indonesia - Explainability in Deep Learning: Demystifying Black-Box Models
Kazakhstan - Explainability in Deep Learning: Demystifying Black-Box Models
Moldova - Explainability in Deep Learning: Demystifying Black-Box Models
Morocco - Explainability in Deep Learning: Demystifying Black-Box Models
Tunisia - Explainability in Deep Learning: Demystifying Black-Box Models
Kuwait - Explainability in Deep Learning: Demystifying Black-Box Models
Oman - Explainability in Deep Learning: Demystifying Black-Box Models
Slovakia - Explainability in Deep Learning: Demystifying Black-Box Models
Kenya - Explainability in Deep Learning: Demystifying Black-Box Models
Nigeria - Explainability in Deep Learning: Demystifying Black-Box Models
Botswana - Explainability in Deep Learning: Demystifying Black-Box Models
Slovenia - Explainability in Deep Learning: Demystifying Black-Box Models
Croatia - Explainability in Deep Learning: Demystifying Black-Box Models
Serbia - Explainability in Deep Learning: Demystifying Black-Box Models
Bhutan - Explainability in Deep Learning: Demystifying Black-Box Models
Nepal - Explainability in Deep Learning: Demystifying Black-Box Models
Uzbekistan - Explainability in Deep Learning: Demystifying Black-Box Models