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25 Feb 2022 Mark Keane, (University College… duration 44 minutes 53 seconds 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 26 plays 0 Licence Type All rights reserved Language English Date Created February 25th, 2022
XAI Lecture Recording - Future Directions (Part 2) duration 10 minutes 44 seconds 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 20 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Future Directions (Part 1) duration 8 minutes 42 seconds 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 26 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Framework for XAI (Part 3) duration 12 minutes 24 seconds 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 31 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Framework for XAI (Part 2) duration 9 minutes 43 seconds 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 33 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Counterfactuals (Part 1) duration 6 minutes 25 seconds 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 30 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 6th, 2021
XAI Lecture Recording - Conterfactuals (Part 3) duration 18 minutes 5 seconds XAI Lecture Recording - Conterfactuals (Part 3) XAI Lecture Recording - Conterfactuals (Part 3)	XAI Lecture Recording - Conterfactuals (Part 3) This lecture will cover the Counterfactuals XAI technique. xai machine learning explainable machine learning counterfactuals counterfactual output model instance prediction function questions objectives feature method variables models epsilon distance loss From Auste Simkute 0 likes 26 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021
XAI Lecture Recording - Conterfactuals (Part 2) duration 6 minutes 20 seconds XAI Lecture Recording - Conterfactuals (Part 2) XAI Lecture Recording - Conterfactuals (Part 2)	XAI Lecture Recording - Conterfactuals (Part 2) This lecture will cover the Counterfactuals XAI technique. xai machine learning explainable machine learning counterfactuals features instance counterfactual model method values feature lecture workbook function equation prediction ethnicity From Auste Simkute 0 likes 29 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021