- 机器学习和 AI 模型开发经验
- 熟悉 Python 程式设计
观众
- 数据科学家
- 机器学习工程师
- AI 专家
可解释的 AI （XAI） 对于创建透明且可解释的 AI 系统至关重要。本课程深入探讨高级 XAI 技术，探索如何通过解决可解释性挑战使 AI 模型更加负责和合乎道德。
这种讲师指导的现场培训（在线或现场）面向希望在实际应用中实施透明 AI 系统的中高级专业人员。
在本次培训结束时，参与者将能够：
- 了解 AI 模型中透明度的重要性。
- 实施高级 XAI 技术来解释复杂模型。
- 使用 SHAP、LIME 和其他工具增强模型透明度。
- 解决 AI 模型中的道德问题和公平性。
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。
Explainable AI （XAI） 和模型透明度简介
- 什么是可解释的 AI？
- 为什么透明度在 AI 系统中很重要
- AI 模型中的可解释性与性能
XAI 技术概述
- 与模型无关的方法：SHAP、LIME
- 特定于模型的可解释性技术
- 解释神经网路和深度学习模型
构建透明的 AI 模型
- 在实践中实现可解释模型
- 比较透明模型与黑盒模型
- 平衡复杂性与可解释性
高级 XAI 工具和库
- 使用 SHAP 进行模型解释
- 利用 LIME 实现本地可解释性
- 模型决策和行为的可视化
解决公平、偏见和道德 AI 问题
- 识别和减少 AI 模型中的偏见
- AI 的公平性及其社会影响
- 确保 AI 部署中的问责制和道德规范
XAI 的实际应用
- 医疗保健、金融和政府领域的案例研究
- 解释 AI 模型以实现监管合规性
- 通过透明的 AI 系统建立信任
可解释 AI 的未来方向
- XAI 的新兴研究
- 为大型系统扩展 XAI 的挑战
- 透明 AI 的未来机遇
总结和后续步骤
United Arab Emirates - Explainable AI (XAI) for Transparency in AI Models
Qatar - Explainable AI (XAI) for Transparency in AI Models
Egypt - Explainable AI (XAI) for Transparency in AI Models
Saudi Arabia - Explainable AI (XAI) for Transparency in AI Models
South Africa - Explainable AI (XAI) for Transparency in AI Models
Brasil - Explainable AI (XAI) for Transparency in AI Models
Canada - Explainable AI (XAI) for Transparency in AI Models
中国 - Explainable AI (XAI) for Transparency in AI Models
香港 - Explainable AI (XAI) for Transparency in AI Models
澳門 - Explainable AI (XAI) for Transparency in AI Models
台灣 - Explainable AI (XAI) for Transparency in AI Models
USA - Explainable AI (XAI) for Transparency in AI Models
Österreich - Explainable AI (XAI) for Transparency in AI Models
Schweiz - Explainable AI (XAI) for Transparency in AI Models
Deutschland - Explainable AI (XAI) for Transparency in AI Models
Czech Republic - Explainable AI (XAI) for Transparency in AI Models
Denmark - Explainable AI (XAI) for Transparency in AI Models
Estonia - Explainable AI (XAI) for Transparency in AI Models
Finland - Explainable AI (XAI) for Transparency in AI Models
Greece - Explainable AI (XAI) for Transparency in AI Models
Magyarország - Explainable AI (XAI) for Transparency in AI Models
Ireland - Explainable AI (XAI) for Transparency in AI Models
Luxembourg - Explainable AI (XAI) for Transparency in AI Models
Latvia - Explainable AI (XAI) for Transparency in AI Models
España - Explainable AI (XAI) for Transparency in AI Models
Italia - Explainable AI (XAI) for Transparency in AI Models
Lithuania - Explainable AI (XAI) for Transparency in AI Models
Nederland - Explainable AI (XAI) for Transparency in AI Models
Norway - Explainable AI (XAI) for Transparency in AI Models
Portugal - Explainable AI (XAI) for Transparency in AI Models
România - Explainable AI (XAI) for Transparency in AI Models
Sverige - Explainable AI (XAI) for Transparency in AI Models
Türkiye - Explainable AI (XAI) for Transparency in AI Models
Malta - Explainable AI (XAI) for Transparency in AI Models
Belgique - Explainable AI (XAI) for Transparency in AI Models
France - Explainable AI (XAI) for Transparency in AI Models
日本 - Explainable AI (XAI) for Transparency in AI Models
Australia - Explainable AI (XAI) for Transparency in AI Models
Malaysia - Explainable AI (XAI) for Transparency in AI Models
New Zealand - Explainable AI (XAI) for Transparency in AI Models
Philippines - Explainable AI (XAI) for Transparency in AI Models
Singapore - Explainable AI (XAI) for Transparency in AI Models
Thailand - Explainable AI (XAI) for Transparency in AI Models
Vietnam - Explainable AI (XAI) for Transparency in AI Models
India - Explainable AI (XAI) for Transparency in AI Models
Argentina - Explainable AI (XAI) for Transparency in AI Models
Chile - Explainable AI (XAI) for Transparency in AI Models
Costa Rica - Explainable AI (XAI) for Transparency in AI Models
Ecuador - Explainable AI (XAI) for Transparency in AI Models
Guatemala - Explainable AI (XAI) for Transparency in AI Models
Colombia - Explainable AI (XAI) for Transparency in AI Models
México - Explainable AI (XAI) for Transparency in AI Models
Panama - Explainable AI (XAI) for Transparency in AI Models
Peru - Explainable AI (XAI) for Transparency in AI Models
Uruguay - Explainable AI (XAI) for Transparency in AI Models
Venezuela - Explainable AI (XAI) for Transparency in AI Models
Polska - Explainable AI (XAI) for Transparency in AI Models
United Kingdom - Explainable AI (XAI) for Transparency in AI Models
South Korea - Explainable AI (XAI) for Transparency in AI Models
Pakistan - Explainable AI (XAI) for Transparency in AI Models
Sri Lanka - Explainable AI (XAI) for Transparency in AI Models
Bulgaria - Explainable AI (XAI) for Transparency in AI Models
Bolivia - Explainable AI (XAI) for Transparency in AI Models
Indonesia - Explainable AI (XAI) for Transparency in AI Models
Kazakhstan - Explainable AI (XAI) for Transparency in AI Models
Moldova - Explainable AI (XAI) for Transparency in AI Models
Morocco - Explainable AI (XAI) for Transparency in AI Models
Tunisia - Explainable AI (XAI) for Transparency in AI Models
Kuwait - Explainable AI (XAI) for Transparency in AI Models
Oman - Explainable AI (XAI) for Transparency in AI Models
Slovakia - Explainable AI (XAI) for Transparency in AI Models
Kenya - Explainable AI (XAI) for Transparency in AI Models
Nigeria - Explainable AI (XAI) for Transparency in AI Models
Botswana - Explainable AI (XAI) for Transparency in AI Models
Slovenia - Explainable AI (XAI) for Transparency in AI Models
Croatia - Explainable AI (XAI) for Transparency in AI Models
Serbia - Explainable AI (XAI) for Transparency in AI Models
Bhutan - Explainable AI (XAI) for Transparency in AI Models
Nepal - Explainable AI (XAI) for Transparency in AI Models
Uzbekistan - Explainable AI (XAI) for Transparency in AI Models