Machine Learning/XAI

eXplainable AI 핵심 및 이해 (설명 가능한 인공지능이란)

IP_DataScientist 2022. 12. 15.
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참고하기 좋은 사이트:

aaai_2021_xai_tutorial.pdf (inria.fr)

Explainable AI (xaitutorial2021.github.io)

 

Explainable AI

Presenters Freddy Lecue Freddy Lecue (PhD 2008, Habilitation 2015) is the Chief Artificial Intelligence (AI) Scientist at CortAIx (Centre of Research & Technology in Artificial Intelligence eXpertise) @Thales in Montreal, Canada. He is also a research asso

xaitutorial2021.github.io

AAAI21 - On Explainable AI - From Theory to Motivation, Industrial Applications and Coding Practices - YouTube

https://www.uxai.design/toolkit

 

UXAI: Toolkit

This page offers a brainstorming tool that features user group, context, question, and explanation type cards to help designers brainstorm how to create effective explainability interfaces with their cross-functional AI teams.

www.uxai.design

https://www.fiddler.ai/

 

Fiddler AI – ML Model Monitoring and Model Performance Management

Monitor, explain, analyze, and improve your machine learning models in production with Fiddler AI. Gain visibility into model behaviors and actionable insights with our Model Performance Management Platform.

www.fiddler.ai

Integrated Gradients

- https://github.com/RRoundTable

 

RRoundTable - Overview

RRoundTable has 76 repositories available. Follow their code on GitHub.

github.com

https://rroundtable.github.io/blog/deeplearning/xai/2020/05/05/integrated-gradient.html

 

Integrated Gradient 정리글

Integrated Gradient 정리글

rroundtable.github.io

https://medium.com/daria-blog/%EC%84%A4%EB%AA%85%EA%B0%80%EB%8A%A5%ED%95%9C-%EC%9D%B8%EA%B3%B5%EC%A7%80%EB%8A%A5-explanable-ai-xai-%EC%9D%B4%EB%9E%80-4e51d9e7bb59

 

설명가능한 인공지능(eXplanable AI, XAI)이란?

인공지능, AI란 단어가 일상 속에 침투한 이래로 인공지능은 학계에서, 비즈니스 영역에서, 일상 생활에서 수많은 성취를 거두었습니다. 불과 10년도 지나지 않아 머신러닝(Machine Learning)은 컴퓨

medium.com

https://arxiv.org/pdf/2009.11698.pdf

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