Search for tag: "explainable machine learning"

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XAI Lecture Recording: InTrees (Part 1) duration 4 minutes 24 seconds 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 0 likes 41 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Anchors (Part 2) duration 12 minutes 37 seconds 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 0 likes 39 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Anchors (Part 1) duration 7 minutes 4 seconds 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 0 likes 65 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Future Directions (Part 3) duration 8 minutes 28 seconds 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 19 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
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 22 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 29 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Deletion Diagnostics… duration 11 minutes 14 seconds 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 0 likes 31 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Deletion Diagnostics… duration 7 minutes 23 seconds 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 0 likes 36 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Deletion Diagnostics… duration 7 minutes 5 seconds 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 0 likes 32 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 33 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 35 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
XAI Lecture Recording - Framework for XAI (Part 1) duration 15 minutes 17 seconds XAI Lecture Recording - Framework for XAI (Part 1) XAI Lecture Recording - Framework for XAI (Part 1)	XAI Lecture Recording - Framework for XAI (Part 1) 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 stakeholder models techniques technique decision questions rules shap points notion instances chapter instance features From Auste Simkute 0 likes 58 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 33 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 29 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 31 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021
XAI Lecture Recording - Preface to XAI (Part 2) duration 13 minutes 11 seconds 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 35 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021