- 機器學習和 AI 模型開發經驗
- 熟悉 Python 程式設計
觀眾
- 數據科學家
- 機器學習工程師
- AI 專家
可解釋的 AI （XAI） 對於創建透明且可解釋的 AI 系統至關重要。本課程深入探討高級 XAI 技術，探索如何通過解決可解釋性挑戰使 AI 模型更加負責和合乎道德。
這種講師指導的現場培訓（在線或現場）面向希望在實際應用中實施透明 AI 系統的中高級專業人員。
在本次培訓結束時，參與者將能夠：
- 瞭解 AI 模型中透明度的重要性。
- 實施高級 XAI 技術來解釋複雜模型。
- 使用 SHAP、LIME 和其他工具增強模型透明度。
- 解決 AI 模型中的道德問題和公平性。
課程形式
- 互動講座和討論。
- 大量的練習和練習。
- 在即時實驗室環境中動手實施。
課程自定義選項
- 要申請本課程的定製培訓，請聯繫我們進行安排。
Explainable AI （XAI） 和模型透明度簡介
- 什麼是可解釋的 AI？
- 為什麼透明度在 AI 系統中很重要
- AI 模型中的可解釋性與性能
XAI 技術概述
- 與模型無關的方法：SHAP、LIME
- 特定於模型的可解釋性技術
- 解釋神經網路和深度學習模型
構建透明的 AI 模型
- 在實踐中實現可解釋模型
- 比較透明模型與黑盒模型
- 平衡複雜性與可解釋性
高級 XAI 工具和庫
- 使用 SHAP 進行模型解釋
- 利用 LIME 實現本地可解釋性
- 模型決策和行為的可視化
解決公平、偏見和道德 AI 問題
- 識別和減少 AI 模型中的偏見
- AI 的公平性及其社會影響
- 確保 AI 部署中的問責制和道德規範
XAI 的實際應用
- 醫療保健、金融和政府領域的案例研究
- 解釋 AI 模型以實現監管合規性
- 通過透明的 AI 系統建立信任
可解釋 AI 的未來方向
- XAI 的新興研究
- 為大型系統擴展 XAI 的挑戰
- 透明 AI 的未來機遇
總結和後續步驟
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