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[ ] Udemy - Explainable Artificial Intelligence (XAI) with Python

  • 收录时间:2023-05-26 19:18:06
  • 文件大小:3GB
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文件列表

  1. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/005 SHAP Demonstration.mp4 190MB
  2. ~Get Your Files Here !/05 - Counterfactual Explanations/005 Demo of Counterfactual Explanations on Stroke Dataset.mp4 173MB
  3. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/007 LIME Demonstration for textual dataset Part-3.mp4 135MB
  4. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/010 Demo for Decision Tree Classifier Explanation.mp4 130MB
  5. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/003 Need for Train-Test Split.mp4 118MB
  6. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/005 Case Study-5 Demo of What-if Tool (WIT).mp4 107MB
  7. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/001 Case Study-1 Demo of What-if Tool (WIT).mp4 104MB
  8. ~Get Your Files Here !/01 - Introduction to XAI/001 XAI in Action.mp4 104MB
  9. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/002 Case Study-2 Demo of What-if Tool (WIT).mp4 96MB
  10. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/004 Demo of LIME for tabular Stroke Dataset.mp4 93MB
  11. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/001 Interaction Demos of LRP.mp4 93MB
  12. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/003 Mathematical Modelling of LRP.mp4 84MB
  13. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/003 Case Study-3 Demo of What-if Tool (WIT).mp4 84MB
  14. ~Get Your Files Here !/01 - Introduction to XAI/002 Need and Importance of XAI.mp4 79MB
  15. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/012 Demo for Explainable Boosting Classifier Explanaation.mp4 78MB
  16. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/004 Mathematical Modelling of SHAP Part-3.mp4 76MB
  17. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/009 Demo for Logistic Regression Model Explanation.mp4 76MB
  18. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/005 Demo of LRP on MRI dataset Part-2.mp4 76MB
  19. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/004 Case Study-4 Demo of What-if Tool (WIT).mp4 74MB
  20. ~Get Your Files Here !/05 - Counterfactual Explanations/003 Mathematical Modelling of Counterfactual Explanations.mp4 72MB
  21. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/006 LIME Demonstration for textual dataset Part-2.mp4 71MB
  22. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/004 Demo of LRP on MRI dataset Part-1.mp4 71MB
  23. ~Get Your Files Here !/08 - Contrastive Explanations Method (CEM)/001 Working Principle and Applications of Contrastive Explanations Method (CEM).mp4 66MB
  24. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/001 LIME Working Principle.mp4 66MB
  25. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/007 Demo of Data Exploration for Stroke Dataset.mp4 65MB
  26. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/005 LIME Demonstration for textual dataset Part-1.mp4 64MB
  27. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/006 Quality Metrics for Classification Confusion Matrix, Precision, Recall, F1Score.mp4 57MB
  28. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/008 InterpretML Package.mp4 57MB
  29. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/003 Mathematical Modelling of LIME Part-2.mp4 56MB
  30. ~Get Your Files Here !/01 - Introduction to XAI/003 By Design Interpretable Models Decision Tree Glass Box Models.mp4 55MB
  31. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/003 Mathematical Modelling of SHAP Part-2.mp4 54MB
  32. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/001 Demonstration of Glass Box Models Part-1.mp4 52MB
  33. ~Get Your Files Here !/01 - Introduction to XAI/004 By Design Interpretable Models Logistic Regression Glass Box Models.mp4 51MB
  34. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/002 Mathematical Modelling of LIME Part-1.mp4 50MB
  35. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/001 SHAP Working Principle.mp4 49MB
  36. ~Get Your Files Here !/05 - Counterfactual Explanations/002 Working Principle of Counterfactual Explanations.mp4 46MB
  37. ~Get Your Files Here !/01 - Introduction to XAI/006 Black Box Models Part-2.mp4 45MB
  38. ~Get Your Files Here !/05 - Counterfactual Explanations/001 Working Principle of Counterfactual Explanations-1.mp4 45MB
  39. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/011 Explainable Boosting Classifier Working Principle.mp4 40MB
  40. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/002 Mathematical Modelling of SHAP Part-1.mp4 37MB
  41. ~Get Your Files Here !/01 - Introduction to XAI/007 XAI Categorization.mp4 37MB
  42. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/004 Techniques for Balancing the Dataset.mp4 37MB
  43. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/002 Working Principle of LRP.mp4 36MB
  44. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/002 Demonstration of Glass Box Models Part-2.mp4 35MB
  45. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/005 Code for Balancing the Dataset.mp4 33MB
  46. ~Get Your Files Here !/01 - Introduction to XAI/005 Black Box Models Part-1.mp4 30MB
  47. ~Get Your Files Here !/05 - Counterfactual Explanations/004 Global Counterfactuals.mp4 27MB
  48. ~Get Your Files Here !/13 - Acknowledgement/001 Gratitude.mp4 27MB
  49. ~Get Your Files Here !/05 - Counterfactual Explanations/005 Demo of Counterfactual Explanations on Stroke Dataset_en.srt 27KB
  50. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/005 SHAP Demonstration_en.srt 25KB
  51. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/010 Demo for Decision Tree Classifier Explanation_en.srt 22KB
  52. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/007 LIME Demonstration for textual dataset Part-3_en.srt 20KB
  53. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/001 Case Study-1 Demo of What-if Tool (WIT)_en.srt 19KB
  54. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/003 Need for Train-Test Split_en.srt 18KB
  55. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/003 Mathematical Modelling of LRP_en.srt 18KB
  56. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/004 Mathematical Modelling of SHAP Part-3_en.srt 16KB
  57. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/002 Case Study-2 Demo of What-if Tool (WIT)_en.srt 16KB
  58. ~Get Your Files Here !/05 - Counterfactual Explanations/003 Mathematical Modelling of Counterfactual Explanations_en.srt 15KB
  59. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/004 Demo of LIME for tabular Stroke Dataset_en.srt 14KB
  60. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/006 Quality Metrics for Classification Confusion Matrix, Precision, Recall, F1Score_en.srt 13KB
  61. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/001 LIME Working Principle_en.srt 13KB
  62. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/003 Mathematical Modelling of LIME Part-2_en.srt 13KB
  63. ~Get Your Files Here !/01 - Introduction to XAI/001 XAI in Action_en.srt 13KB
  64. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/005 Demo of LRP on MRI dataset Part-2_en.srt 13KB
  65. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/005 Case Study-5 Demo of What-if Tool (WIT)_en.srt 13KB
  66. ~Get Your Files Here !/08 - Contrastive Explanations Method (CEM)/001 Working Principle and Applications of Contrastive Explanations Method (CEM)_en.srt 12KB
  67. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/001 SHAP Working Principle_en.srt 12KB
  68. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/012 Demo for Explainable Boosting Classifier Explanaation_en.srt 12KB
  69. ~Get Your Files Here !/01 - Introduction to XAI/003 By Design Interpretable Models Decision Tree Glass Box Models_en.srt 12KB
  70. ~Get Your Files Here !/01 - Introduction to XAI/002 Need and Importance of XAI_en.srt 12KB
  71. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/005 LIME Demonstration for textual dataset Part-1_en.srt 12KB
  72. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/002 Mathematical Modelling of LIME Part-1_en.srt 12KB
  73. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/006 LIME Demonstration for textual dataset Part-2_en.srt 12KB
  74. ~Get Your Files Here !/01 - Introduction to XAI/004 By Design Interpretable Models Logistic Regression Glass Box Models_en.srt 11KB
  75. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/003 Case Study-3 Demo of What-if Tool (WIT)_en.srt 11KB
  76. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/007 Demo of Data Exploration for Stroke Dataset_en.srt 11KB
  77. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/003 Mathematical Modelling of SHAP Part-2_en.srt 11KB
  78. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/001 Demonstration of Glass Box Models Part-1_en.srt 11KB
  79. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/009 Demo for Logistic Regression Model Explanation_en.srt 11KB
  80. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/001 Interaction Demos of LRP_en.srt 11KB
  81. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/004 Case Study-4 Demo of What-if Tool (WIT)_en.srt 10KB
  82. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/004 Demo of LRP on MRI dataset Part-1_en.srt 10KB
  83. ~Get Your Files Here !/05 - Counterfactual Explanations/002 Working Principle of Counterfactual Explanations_en.srt 10KB
  84. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/011 Explainable Boosting Classifier Working Principle_en.srt 9KB
  85. ~Get Your Files Here !/05 - Counterfactual Explanations/001 Working Principle of Counterfactual Explanations-1_en.srt 9KB
  86. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/004 Techniques for Balancing the Dataset_en.srt 9KB
  87. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/002 Mathematical Modelling of SHAP Part-1_en.srt 8KB
  88. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/008 InterpretML Package_en.srt 8KB
  89. ~Get Your Files Here !/01 - Introduction to XAI/006 Black Box Models Part-2_en.srt 8KB
  90. ~Get Your Files Here !/01 - Introduction to XAI/007 XAI Categorization_en.srt 8KB
  91. ~Get Your Files Here !/01 - Introduction to XAI/005 Black Box Models Part-1_en.srt 7KB
  92. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/002 Working Principle of LRP_en.srt 7KB
  93. ~Get Your Files Here !/09 - Useful Resources for XAI/001 Useful Resources for XAI.html 6KB
  94. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/002 Demonstration of Glass Box Models Part-2_en.srt 5KB
  95. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/005 Code for Balancing the Dataset_en.srt 5KB
  96. ~Get Your Files Here !/05 - Counterfactual Explanations/004 Global Counterfactuals_en.srt 4KB
  97. ~Get Your Files Here !/12 - Other resources from the Instructor/001 Other online courses from the Instructor.html 4KB
  98. ~Get Your Files Here !/13 - Acknowledgement/001 Gratitude_en.srt 3KB
  99. ~Get Your Files Here !/12 - Other resources from the Instructor/002 Text Books from the Instructor.html 1KB
  100. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/008 Recommended Practice Tasks.html 972B
  101. ~Get Your Files Here !/05 - Counterfactual Explanations/006 Recommended Practice Tasks.html 843B
  102. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/006 Recommended Practice Tasks.html 726B
  103. ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/external-assets-links.txt 608B
  104. ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/external-assets-links.txt 501B
  105. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/external-assets-links.txt 422B
  106. ~Get Your Files Here !/Bonus Resources.txt 386B
  107. ~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/external-assets-links.txt 320B
  108. ~Get Your Files Here !/11 - Surprise on Completion of Course/001 Open your gift.html 195B
  109. Get Bonus Downloads Here.url 182B
  110. ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/006 Recommended Practice Tasks.html 102B
  111. ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/external-assets-links.txt 74B
  112. ~Get Your Files Here !/05 - Counterfactual Explanations/external-assets-links.txt 74B