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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 3 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 2 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 4 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
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 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 6 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 5 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 4 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
15:17 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 on July 7th, 2021 0 likes 7 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created July 7th, 2021
16:05 XAI Lecture Recording - SHAP (Part 2) XAI Lecture Recording - SHAP (Part 2)	XAI Lecture Recording - SHAP (Part 2) This lecture will provide an overview of one of the most popular XAI techniques - SHAP. xai explainable machine learning machine learning feature features values model shap output shapley instance coalition prediction function kernel axis visualisation instances tree impact cases leaf linear From Auste Simkute on June 30th, 2021 0 likes 1 plays 0 Course Code INFD11019 Licence Type All rights reserved Language English Date Created June 30th, 2021
12:33 Darden interview part 3 Darden interview part 3	Darden interview part 3 models model mechanisms evidence things ways lot representations kind mechanism science climate question philosophers literature issues instances drug detail abstraction From Alistair Isaac on October 21st, 2020 0 likes 83 plays 0
06:01 Confusion Matrix Metrics Confusion Matrix Metrics	Confusion Matrix Metrics Confusion Matrix Metrics - Week 1 relevant predictive analytics micromasters biostatistics sensitivity measure prediction information retrieval false alarm rate instances confusion matrix specificity caption complete positive rate calculate positive proportion negative information science summary statistics for contingency tables performance scientific method evaluation observations customers marketing precision true positive effects interpret false positive algorithm performing sensitive false negative accuracy From Calum Macphail on March 19th, 2019 0 likes 167 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
02:46 Too Much Tech Too Much Tech	Too Much Tech Students and staff talk about the concept of too much tech in Learning and Teaching as part of the Near Future Teaching Project. The Near Future Teaching project is about working together to… movie classics understanding too much tech oer learning teaching and web services computers reminds caption complete explosions portuguese kinda fifteen frustrating happen smartphone classmate cc-by multiple sequence colleagues informatics explode secret ltw forget history duplicating pedagogy near future teaching near future teacher digital education open educational resource thing nft opportunity action nurture eliminate learning and teaching people platforms classroom effects technology administrative doodles bit instances end mess eyes harm emails friday o'clock button stuff lots feel callings From Michael Gallagher on December 20th, 2017 0 likes 260 plays Licence Type Creative Commons - Attribution Date Created December 20th, 2017
03:25 Divisive clustering (top-down) Divisive clustering (top-down)	Divisive clustering (top-down) Divisive clustering (top-down) iaml hierarchical clustering points cluster means iteration clusters singleton algorithm subset groups property clustering factor instances base depth splits iterations half operation complexity From Nigel Goddard on September 25th, 2016 1 likes 1,954 plays 0 Licence Type Creative Commons - Attribution
06:02 Eigenvalue = variance along eigenvector Eigenvalue = variance along eigenvector	Eigenvalue = variance along eigenvector Eigenvalue = variance along eigenvector iaml pca eigenvector sum covariance variance lambda matrix thing times row ea attribute jth instances eigen elements component attributes 's summations dot From Nigel Goddard on September 25th, 2016 1 likes 1,791 plays 0 Licence Type Creative Commons - Attribution

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