- 對深度學習有深入的理解
- 熟悉 Python 和深度學習框架
- 使用神經網路的經驗
觀眾
- 深度學習工程師
- AI 專家
深度學習中的可解釋性是一個關鍵領域，專注於揭開複雜神經網路內部工作原理的神秘面紗。本課程深入探討高級可解釋性技術，使參與者能夠通過提高「黑盒」模型的可解釋性和透明度來深入了解這些模型。
這種由講師指導的現場培訓（在線或現場）面向希望探索深度學習模型的先進 XAI 技術的高級專業人員，重點是構建可解釋的 AI 系統。
在本次培訓結束時，參與者將能夠：
- 瞭解深度學習中可解釋性的挑戰。
- 為神經網路實施高級 XAI 技術。
- 解釋深度學習模型做出的決策。
- 評估性能和透明度之間的權衡。
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。
Deep Learning 可解釋性簡介
- 什麼是黑盒模型？
- 透明度在 AI 系統中的重要性
- 神經網路中的可解釋性挑戰概述
高級 XAI 技術 Deep Learning
- 與模型無關的深度學習方法：LIME、SHAP
- 階層相關性傳播 （LRP）
- 顯著性圖和基於梯度的方法
解釋神經網路決策
- 可視化神經網路中的隱藏層
- 瞭解深度學習模型中的注意力機制
- 從神經網路生成人類可讀的解釋
用於解釋 Deep Learning 模型的工具
- 開源 XAI 庫簡介
- 使用 Captum 和 InterpretML 進行深度學習
- 在 TensorFlow 和 PyTorch 中集成可解釋性技術
可解釋性與性能
- 準確性和可解釋性之間的權衡
- 設計可解釋但高性能的深度學習模型
- 處理深度學習中的偏差和公平性
Deep Learning 可解釋性的實際應用
- 醫療保健 AI 模型中的可解釋性
- AI 透明度的監管要求
- 在生產環境中部署可解釋的深度學習模型
可解釋的倫理考慮 Deep Learning
- AI 透明度的道德影響
- 平衡合乎道德的 AI 實踐與創新
- 深度學習可解釋性中的隱私問題
總結和後續步驟
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