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08:54 XAI Lecture Recording: PPD/ICE (Part 3) XAI Lecture Recording: PPD/ICE (Part 3)	XAI Lecture Recording: PPD/ICE (Part 3) This lecture will cover theoretical aspects of PDP and ICE, explaining how both methods operate. plots feature instance pd ice features pdp values instances lecture dataset plot model predictions issue advantages disadvantages xai xai course machine learning From Auste Simkute on July 14th, 2021 0 likes 1 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
11:41 XAI Lecture Recording: PPD/ICE (Part 2) XAI Lecture Recording: PPD/ICE (Part 2)	XAI Lecture Recording: PPD/ICE (Part 2) This lecture will cover theoretical aspects of PDP and ICE, explaining how both methods operate. feature values features age plots instance class ice prediction instances interest model pdp plot interactions derivatives xai xai course machine learning From Auste Simkute on July 14th, 2021 0 likes 1 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
06:54 XAI Lecture Recording: PPD/ICE (Part 1) XAI Lecture Recording: PPD/ICE (Part 1)	XAI Lecture Recording: PPD/ICE (Part 1) This lecture will cover theoretical aspects of PDP and ICE, explaining how both methods operate. feature plots pdp instance values ice decision boundary plot model instances classification output visualisation relationship prediction xai xai course machine learning From Auste Simkute on July 14th, 2021 0 likes 2 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
14:38 XAI Lecture Recording: InTrees (Part 3) XAI Lecture Recording: InTrees (Part 3)	XAI Lecture Recording: InTrees (Part 3) This lecture will cover InTrees, which is a model-specific XAI method for tree ensembles. rules rule tree entries conditions decision node questions quality output condition ensembles error trees nodes regression instances xai xai course machine learning From Auste Simkute on July 14th, 2021 0 likes 1 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
07:35 XAI Lecture Recording: InTrees (Part 2) XAI Lecture Recording: InTrees (Part 2)	XAI Lecture Recording: InTrees (Part 2) This lecture will cover InTrees, which is a model-specific XAI method for tree ensembles. rules entries rule confidence ratio representation absence table dataset questions workbook xai xai course machine learning From Auste Simkute on July 14th, 2021 0 likes 1 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
04:24 XAI Lecture Recording: InTrees (Part 1) XAI Lecture Recording: InTrees (Part 1)	XAI Lecture Recording: InTrees (Part 1) This lecture will cover InTrees, which is a model-specific XAI method for tree ensembles. xai xai course explainable machine learning rules trees tree technique interests frequency interpretability ensemble model ensembles entries error approval roads length errors From Auste Simkute on July 7th, 2021 0 likes 2 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
12:37 XAI Lecture Recording - Anchors (Part 2) XAI Lecture Recording - Anchors (Part 2)	XAI Lecture Recording - Anchors (Part 2) This lecture will cover the Anchors approach for XAI. xai xai course explainable machine learning anchors rules precision coverage anchor rule instance model question instances lecture questions classification neighbourhood feature process From Auste Simkute on July 7th, 2021 0 likes 1 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
07:04 XAI Lecture Recording - Anchors (Part 1) XAI Lecture Recording - Anchors (Part 1)	XAI Lecture Recording - Anchors (Part 1) This lecture will cover the Anchors approach for XAI. xai xai course explainable machine learning rule feature instance anchors rules features model instances values percent loan individual decision anchor precision account From Auste Simkute on July 7th, 2021 0 likes 1 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
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 on July 7th, 2021 0 likes 2 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 on July 7th, 2021 0 likes 1 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 on July 7th, 2021 0 likes 2 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
11:14 XAI Lecture Recording - Deletion Diagnostics… XAI Lecture Recording - Deletion Diagnostics (Part 3)	XAI Lecture Recording - Deletion Diagnostics (Part 3) This lecture will cover the Deletion Diagnostics technique. xai xai course explainable machine learning model deletion instance diagnostics function influence instances parameters functions loss training questions removal gradients lecture feature matrix difference approach From Auste Simkute on July 7th, 2021 0 likes 1 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
07:23 XAI Lecture Recording - Deletion Diagnostics… XAI Lecture Recording - Deletion Diagnostics (Part 2)	XAI Lecture Recording - Deletion Diagnostics (Part 2) This lecture will cover the Deletion Diagnostics technique. xai xai course explainable machine learning instance model instances beta influence distance difference denominator parameters models regression linear diagnostics deletion numerator equation leverage coexistence From Auste Simkute on July 7th, 2021 0 likes 1 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
07:05 XAI Lecture Recording - Deletion Diagnostics… XAI Lecture Recording - Deletion Diagnostics (Part 1)	XAI Lecture Recording - Deletion Diagnostics (Part 1) This lecture will cover the Deletion Diagnostics technique. xai xai course explainable machine learning model points instances decision diagnostics instance boundary deletion behaviour parameters feature question relationship counterfactually stakeholder From Auste Simkute on July 7th, 2021 0 likes 1 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 on July 7th, 2021 0 likes 1 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 on July 7th, 2021 0 likes 2 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021

Search for tag: "machine learning"

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