Search for tag: "xai course"

21 Media

Teaching Team Introductions - Giannis Papantonis duration 20 seconds Teaching Team Introductions - Giannis Papantonis Teaching Team Introductions - Giannis Papantonis	Teaching Team Introductions - Giannis Papantonis Introduction of a teaching assistant Giannis Papantonis. teaching team xai course introductions From Auste Simkute 0 likes 41 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created October 30th, 2021
Teaching Team Introductions - Ionela Mocanu duration 16 seconds Teaching Team Introductions - Ionela Mocanu Teaching Team Introductions - Ionela Mocanu	Teaching Team Introductions - Ionela Mocanu Introduction of a teaching assistant Ionela Mocanu. xai course teaching team introductions luck assessment submissions codebooks marker edinburgh student phd From Auste Simkute 0 likes 42 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created October 30th, 2021
XAI Lecture Recording: PDP/ICE (Part 3) duration 8 minutes 54 seconds XAI Lecture Recording: PDP/ICE (Part 3) XAI Lecture Recording: PDP/ICE (Part 3)	XAI Lecture Recording: PDP/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 0 likes 33 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
XAI Lecture Recording: PDP/ICE (Part 2) duration 11 minutes 41 seconds XAI Lecture Recording: PDP/ICE (Part 2) XAI Lecture Recording: PDP/ICE (Part 2)	XAI Lecture Recording: PDP/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 0 likes 36 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
XAI Lecture Recording: PDP/ICE (Part 1) duration 6 minutes 54 seconds XAI Lecture Recording: PDP/ICE (Part 1) XAI Lecture Recording: PDP/ICE (Part 1)	XAI Lecture Recording: PDP/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 0 likes 29 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
XAI Lecture Recording: InTrees (Part 3) duration 14 minutes 38 seconds 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 0 likes 25 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
XAI Lecture Recording: InTrees (Part 2) duration 7 minutes 35 seconds 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 0 likes 27 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 14th, 2021
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