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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 83 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 18 plays 0 Licence Type All rights reserved Language English Date Created February 25th, 2022
01:04:00 ICMS Christmas Lecture 2021 - Quantum Universe,… ICMS Christmas Lecture 2021 - Quantum Universe, Neil Turok	ICMS Christmas Lecture 2021 - Quantum Universe, Neil Turok ICMS welcome Neil Turok (Edinburgh) for the 2021 Christmas Lecture, Quantum Universe. This video has captions. You can turn these off, by pressing the CC button on the toolbar below the video. quantum universe turok universe light energy picture space bang water planck physics entropy matter waves particles hole theory curve earth thing explanation particle From Greg McCracken 0 likes 114 plays 0 Licence Type All rights reserved Date Created December 14th, 2021
18:55 FNLP 27c FNLP 27c	FNLP 27c Constructingl Representations of Discourse Coherence inference defeasible inference commonsense reasoning discourse coherence coherence relations cue phrases discourse dialogue coherence phrase relations forms sentence examples knowledge content sentences form model problem meaning segments relation reasoning contrast explanation From Alex Lascarides 0 likes 47 plays 0 Licence Type All rights reserved The University of Edinburgh
16:41 FNLP 27b FNLP 27b	FNLP 27b Representing Discourse Coherence discourse coherence sdrt discourse segments dialogue truth conditions implicature content discourse question coherence segment form explanation john pi1 combination segments pi labels relations stuff interpretation contents words answer From Alex Lascarides 0 likes 49 plays 0 Licence Type All rights reserved The University of Edinburgh
08:28 XAI Lecture Recording - Future Directions (Part 3) XAI Lecture Recording - Future Directions (Part 3)	XAI Lecture Recording - Future Directions (Part 3) This lecture will discuss the future of XAI. xai xai course explainable machine learning transparency model module explanation audience things users perspective questions ways destination fairness scientists From Auste Simkute 0 likes 13 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
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 16 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 25 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 28 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 26 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 6th, 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 23 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021
13:15 XAI Lecture Recording - SHAP (Part 1) XAI Lecture Recording - SHAP (Part 1)	XAI Lecture Recording - SHAP (Part 1) This lecture will provide an overview of one of the most popular XAI techniques - SHAP. xai explainable machine learning machine learning shap model feature values shapley features prediction impact instance game dash linear theory absence presence shop explanation vector output contribution From Auste Simkute 0 likes 36 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021
19:43 Phil Methods 1 - Week 11 - Part 2 Phil Methods 1 - Week 11 - Part 2	Phil Methods 1 - Week 11 - Part 2 Enabling vs. Constitutive philosophy science experience kind definition phenomenology vision explanation understanding perception maryland field characterization card direction storey phenomenologist phenomenologists wheeler sorts From Dave Ward 0 likes 54 plays 0 Licence Type All rights reserved The University of Edinburgh
18:01 Kaltura Capture recording - November 14th 2020,… Kaltura Capture recording - November 14th 2020, 3:23:04 pm	Kaltura Capture recording - November 14th 2020, 3:23:04 pm lecture 9 part 3 rationalists leibniz lecture 9 part 3 nature god bodies greece kingdom kingdoms minds realm beings actions causation leibnitz grace explanation motions mechanism motion events times lightness From Pauline Phemister 0 likes 13 plays 0 Course Code PHIL10086 Licence Type Creative Commons - Attribution Date Created November 14th, 2020
16:04 Kaltura Capture recording - November 14th 2020,… Kaltura Capture recording - November 14th 2020, 2:27:04 pm	Kaltura Capture recording - November 14th 2020, 2:27:04 pm lecture 9 part 2 rationalists leibniz lecture 9 part 2 body soul mind theory leibnitz harmony clock explanation god motion bodies force relation pre pin descartes direction pendulum clocks From Pauline Phemister 0 likes 19 plays 0 Course Code PHIL10086 Licence Type Creative Commons - Attribution Date Created November 14th, 2020
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

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