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20:20 AML: Ethics and Fairness - The ART Principles AML: Ethics and Fairness - The ART Principles	AML: Ethics and Fairness - The ART Principles Applied Machine Learning - INFR11211 AML: Ethics and Fairness - The ART Principles (Guest Lecture: Nadin Kokciyan) Part 2/3 aml machine learning fairness ethics ai explanations explanation systems problem paper transparency decision things moment socio users trust lot algorithm decisions society gdpr term box From Siddharth N 1 likes 86 plays 0 Course Code INFR11211 Licence Type All rights reserved The University of Edinburgh
44:53 25 Feb 2022 Mark Keane, (University College… 25 Feb 2022 Mark Keane, (University College Dublin) Explaining artificial intelligence: contrastive explanations for AI black boxes and what people think of them.	25 Feb 2022 Mark Keane, (University College Dublin) Explaining artificial intelligence: contrastive explanations for AI black boxes and what people think of them. 25 Feb 2022Mark Keane, University College DublinExplaining artificial intelligence: contrastive explanations for AI black boxes and what people think of them.Abstract: In recent years, there has been… icms statistics research data science model explanation counterfactuals explanations sort things prediction lot models image domain methods predictions ai fact loan method idea feature thing From Greg McCracken 0 likes 22 plays 0 Licence Type All rights reserved Language English Date Created February 25th, 2022
10:44 XAI Lecture Recording - Future Directions (Part 2) XAI Lecture Recording - Future Directions (Part 2)	XAI Lecture Recording - Future Directions (Part 2) This lecture will discuss the future of XAI. xai course xai explainable machine learning techniques model instance learning models machine explanations technique counterfactuals interpretability explanation stakeholders limitations hybrid lecture bias From Auste Simkute 0 likes 18 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
08:42 XAI Lecture Recording - Future Directions (Part 1) XAI Lecture Recording - Future Directions (Part 1)	XAI Lecture Recording - Future Directions (Part 1) This lecture will discuss the future of XAI. xai xai course explainable machine learning machine model learning instance explanations ai decision counterfactuals feature interpretability models applications range pipeline methods diagnostics From Auste Simkute 0 likes 23 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
12:24 XAI Lecture Recording - Framework for XAI (Part 3) XAI Lecture Recording - Framework for XAI (Part 3)	XAI Lecture Recording - Framework for XAI (Part 3) This lecture will cover several frameworks outlining differences between transparent and opaque ML models, different XAI techniques, and types of explanations. xai xai course explainable machine learning techniques instance sense counterfactuals explanations examples model transparency framework decision models behaviour explanation features feature input technique limitations From Auste Simkute 0 likes 28 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
09:43 XAI Lecture Recording - Framework for XAI (Part 2) XAI Lecture Recording - Framework for XAI (Part 2)	XAI Lecture Recording - Framework for XAI (Part 2) This lecture will cover several frameworks outlining differences between transparent and opaque ML models, different XAI techniques, and types of explanations. xai explainable machine learning xai course model techniques explanations models questions agnostic instance technique approaches linear feature counterfactuals trees explanation relevance branch From Auste Simkute 0 likes 31 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
06:25 XAI Lecture Recording - Counterfactuals (Part 1) XAI Lecture Recording - Counterfactuals (Part 1)	XAI Lecture Recording - Counterfactuals (Part 1) This lecture will cover the Counterfactuals XAI technique. xai machine learning explainable machine learning counterfactuals person change decision explanation instance explanations counterfactual confidence boundary features percent degree outcome From Auste Simkute 0 likes 28 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 6th, 2021
13:11 XAI Lecture Recording - Preface to XAI (Part 2) XAI Lecture Recording - Preface to XAI (Part 2)	XAI Lecture Recording - Preface to XAI (Part 2) This lecture will introduce XAI and its techniques. xai machine learning explainable machine learning model interpretability machine learning models explanations kind decision instance explainability techniques accuracy input feature From Auste Simkute 0 likes 30 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021
10:37 XAI Lecture Recording - Preface to XAI (Part 3) XAI Lecture Recording - Preface to XAI (Part 3)	XAI Lecture Recording - Preface to XAI (Part 3) This lecture will introduce XAI and its techniques. xai machine learning explainable machine learning model explanations instance bias machine questions comprehensibility accuracy explanation things fidelity technique techniques models From Auste Simkute 0 likes 26 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021
09:55 XAI Lecture Recording - SHAP (Part 3) XAI Lecture Recording - SHAP (Part 3)	XAI Lecture Recording - SHAP (Part 3) This lecture will provide an overview of one of the most popular XAI techniques - SHAP. xai explainable machine learning machine learning shap values model feature tree features questions app student instance question plots shapley interpretations explanations classification prediction forest mathematics independence From Auste Simkute 0 likes 25 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021
29:24 PoS 1 Week 9 Lecture 2 Part 2 PoS 1 Week 9 Lecture 2 Part 2	PoS 1 Week 9 Lecture 2 Part 2 mechanism pos 1 explanation mechanism mechanisms entities explanations things conditions activities sort properties facts level cycle termination conception darden physics water fact point From Jo Wolff 0 likes 352 plays 0 Course Code PHIL08005 Licence Type All rights reserved The University of Edinburgh
15:20 PoS 1 Week 1 Lecture 2 Part 1 PoS 1 Week 1 Lecture 2 Part 1	PoS 1 Week 1 Lecture 2 Part 1 Correlations and Causation pos1 explanations correlation correlations age explanation variables relevance inflation cases sort unemployment increases change abnormalities events factor risk question conditions exponent From Jo Wolff 0 likes 333 plays 0 Course Code PHIL08005 Licence Type All rights reserved The University of Edinburgh
14:49 PoS 1 Week 9 Lecture 1 Part 3 PoS 1 Week 9 Lecture 1 Part 3	PoS 1 Week 9 Lecture 1 Part 3 D-N model of explanation pos1 explanation model explanations flagpole causation shadow law laws event dn exponent foot conditions premises arguments nature deanne science exponents form From Jo Wolff 0 likes 326 plays 0 Course Code PHIL08005 Licence Type All rights reserved The University of Edinburgh
08:49 PoS1 Week 9 Lecture 1 Part 2 PoS1 Week 9 Lecture 1 Part 2	PoS1 Week 9 Lecture 1 Part 2 Explanans and Explanandum pos1 explanation laws exponent question explanations range science lecture virus factors strategies eruption hand law thing things phenomenon exponents offspring parents From Jo Wolff 0 likes 360 plays 0 Course Code PHIL08005 Licence Type All rights reserved The University of Edinburgh
13:31 PoS 1 Week 9 Lecture 1 Part 1 PoS 1 Week 9 Lecture 1 Part 1	PoS 1 Week 9 Lecture 1 Part 1 What is Scientific Explanation? explanation pos1 science explanations understanding phenomenon light kind aim photosynthesis things slits question phenomena mechanics pattern screen context audience sense philosophers From Jo Wolff 0 likes 343 plays 0 Course Code PHIL08005 Licence Type All rights reserved The University of Edinburgh
10:53 Representation - Philosophy Lecture - Video 1 Representation - Philosophy Lecture - Video 1	Representation - Philosophy Lecture - Video 1 Introduction philosophy representations intentionality science explanation mark things property worry lecture minds systems videos representation sort capacity notion psychology philosophers questions explanations From Dave Ward 0 likes 245 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created October 18th, 2020

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