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001 Case Study-1 Demo of What-if Tool (WIT).mp4
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MP4
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103.7 MB
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001 Case Study-1 Demo of What-if Tool (WIT)_en.srt
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SRT
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19 KB
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001 Demonstration of Glass Box Models Part-1.mp4
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MP4
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51.8 MB
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001 Demonstration of Glass Box Models Part-1_en.srt
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SRT
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10.9 KB
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001 Gratitude.mp4
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MP4
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26.7 MB
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001 Gratitude_en.srt
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SRT
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2.6 KB
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001 Interaction Demos of LRP.mp4
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MP4
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93.1 MB
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001 Interaction Demos of LRP_en.srt
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SRT
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10.5 KB
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001 LIME Working Principle.mp4
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MP4
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65.8 MB
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001 LIME Working Principle_en.srt
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SRT
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13.1 KB
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001 Open your gift.html
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HTML
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204.8 B
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001 Other online courses from the Instructor.html
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HTML
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3.7 KB
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001 SHAP Working Principle.mp4
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MP4
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48.9 MB
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001 SHAP Working Principle_en.srt
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SRT
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12.2 KB
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001 Useful Resources for XAI.html
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HTML
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5.9 KB
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001 Working Principle and Applications of Contrastive Explanations Method (CEM).mp4
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MP4
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66.4 MB
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001 Working Principle and Applications of Contrastive Explanations Method (CEM)_en.srt
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SRT
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12.2 KB
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001 Working Principle of Counterfactual Explanations-1.mp4
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MP4
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44.8 MB
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001 Working Principle of Counterfactual Explanations-1_en.srt
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SRT
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9.1 KB
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001 XAI in Action.mp4
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MP4
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103.6 MB
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001 XAI in Action_en.srt
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SRT
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13 KB
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002 Case Study-2 Demo of What-if Tool (WIT).mp4
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MP4
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96 MB
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002 Case Study-2 Demo of What-if Tool (WIT)_en.srt
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SRT
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16.2 KB
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002 Demonstration of Glass Box Models Part-2.mp4
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MP4
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35.3 MB
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002 Demonstration of Glass Box Models Part-2_en.srt
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SRT
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5.3 KB
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002 Mathematical Modelling of LIME Part-1.mp4
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MP4
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50.2 MB
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002 Mathematical Modelling of LIME Part-1_en.srt
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SRT
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11.6 KB
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002 Mathematical Modelling of SHAP Part-1.mp4
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MP4
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37.3 MB
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002 Mathematical Modelling of SHAP Part-1_en.srt
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SRT
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8.1 KB
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002 Need and Importance of XAI.mp4
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MP4
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79.5 MB
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002 Need and Importance of XAI_en.srt
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SRT
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11.8 KB
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002 Text Books from the Instructor.html
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HTML
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1.3 KB
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002 Working Principle of Counterfactual Explanations.mp4
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MP4
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46.4 MB
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002 Working Principle of Counterfactual Explanations_en.srt
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SRT
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9.8 KB
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002 Working Principle of LRP.mp4
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MP4
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36.1 MB
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002 Working Principle of LRP_en.srt
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SRT
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6.7 KB
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003 By Design Interpretable Models Decision Tree Glass Box Models.mp4
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MP4
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54.8 MB
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003 By Design Interpretable Models Decision Tree Glass Box Models_en.srt
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SRT
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11.9 KB
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003 Case Study-3 Demo of What-if Tool (WIT).mp4
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MP4
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84 MB
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003 Case Study-3 Demo of What-if Tool (WIT)_en.srt
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SRT
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11.1 KB
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003 Mathematical Modelling of Counterfactual Explanations.mp4
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MP4
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71.6 MB
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003 Mathematical Modelling of Counterfactual Explanations_en.srt
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SRT
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14.9 KB
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003 Mathematical Modelling of LIME Part-2.mp4
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MP4
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55.8 MB
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003 Mathematical Modelling of LIME Part-2_en.srt
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SRT
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13 KB
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003 Mathematical Modelling of LRP.mp4
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MP4
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84.1 MB
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003 Mathematical Modelling of LRP_en.srt
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SRT
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17.7 KB
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003 Mathematical Modelling of SHAP Part-2.mp4
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MP4
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53.7 MB
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003 Mathematical Modelling of SHAP Part-2_en.srt
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SRT
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10.9 KB
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003 Need for Train-Test Split.mp4
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MP4
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118.3 MB
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003 Need for Train-Test Split_en.srt
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SRT
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18 KB
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004 By Design Interpretable Models Logistic Regression Glass Box Models.mp4
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MP4
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50.6 MB
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004 By Design Interpretable Models Logistic Regression Glass Box Models_en.srt
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SRT
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11.5 KB
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004 Case Study-4 Demo of What-if Tool (WIT).mp4
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MP4
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74 MB
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004 Case Study-4 Demo of What-if Tool (WIT)_en.srt
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SRT
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10.4 KB
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004 Demo of LIME for tabular Stroke Dataset.mp4
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MP4
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93.3 MB
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004 Demo of LIME for tabular Stroke Dataset_en.srt
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SRT
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14 KB
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004 Demo of LRP on MRI dataset Part-1.mp4
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MP4
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70.6 MB
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004 Demo of LRP on MRI dataset Part-1_en.srt
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SRT
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10.4 KB
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004 Global Counterfactuals.mp4
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MP4
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26.9 MB
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004 Global Counterfactuals_en.srt
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SRT
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4.4 KB
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004 Mathematical Modelling of SHAP Part-3.mp4
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MP4
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76.4 MB
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004 Mathematical Modelling of SHAP Part-3_en.srt
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SRT
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16.5 KB
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004 Techniques for Balancing the Dataset.mp4
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MP4
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37 MB
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004 Techniques for Balancing the Dataset_en.srt
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SRT
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8.7 KB
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005 Black Box Models Part-1.mp4
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MP4
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30.5 MB
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005 Black Box Models Part-1_en.srt
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SRT
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6.8 KB
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005 Case Study-5 Demo of What-if Tool (WIT).mp4
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MP4
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106.9 MB
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005 Case Study-5 Demo of What-if Tool (WIT)_en.srt
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SRT
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12.5 KB
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005 Code for Balancing the Dataset.mp4
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MP4
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33.2 MB
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005 Code for Balancing the Dataset_en.srt
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SRT
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4.8 KB
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005 Demo of Counterfactual Explanations on Stroke Dataset.mp4
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MP4
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172.8 MB
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005 Demo of Counterfactual Explanations on Stroke Dataset_en.srt
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SRT
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26.8 KB
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005 Demo of LRP on MRI dataset Part-2.mp4
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MP4
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75.9 MB
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005 Demo of LRP on MRI dataset Part-2_en.srt
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SRT
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12.8 KB
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005 LIME Demonstration for textual dataset Part-1.mp4
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MP4
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64.2 MB
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005 LIME Demonstration for textual dataset Part-1_en.srt
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SRT
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11.7 KB
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005 SHAP Demonstration.mp4
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MP4
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190.4 MB
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005 SHAP Demonstration_en.srt
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SRT
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25.1 KB
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006 Black Box Models Part-2.mp4
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MP4
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45.1 MB
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006 Black Box Models Part-2_en.srt
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SRT
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7.8 KB
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006 LIME Demonstration for textual dataset Part-2.mp4
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MP4
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71.3 MB
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006 LIME Demonstration for textual dataset Part-2_en.srt
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SRT
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11.5 KB
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006 Quality Metrics for Classification Confusion Matrix, Precision, Recall, F1Score.mp4
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MP4
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57.5 MB
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006 Quality Metrics for Classification Confusion Matrix, Precision, Recall, F1Score_en.srt
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SRT
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13.5 KB
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006 Recommended Practice Tasks.html
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HTML
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102.4 B
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007 Demo of Data Exploration for Stroke Dataset.mp4
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MP4
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65.5 MB
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007 Demo of Data Exploration for Stroke Dataset_en.srt
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SRT
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11.1 KB
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007 LIME Demonstration for textual dataset Part-3.mp4
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MP4
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134.7 MB
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007 LIME Demonstration for textual dataset Part-3_en.srt
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SRT
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20.3 KB
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007 XAI Categorization.mp4
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MP4
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37.1 MB
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007 XAI Categorization_en.srt
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SRT
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7.8 KB
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008 InterpretML Package.mp4
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MP4
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56.9 MB
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008 InterpretML Package_en.srt
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SRT
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8.1 KB
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008 Recommended Practice Tasks.html
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HTML
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921.6 B
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009 Demo for Logistic Regression Model Explanation.mp4
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MP4
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76.2 MB
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009 Demo for Logistic Regression Model Explanation_en.srt
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SRT
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10.7 KB
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010 Demo for Decision Tree Classifier Explanation.mp4
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MP4
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130.5 MB
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010 Demo for Decision Tree Classifier Explanation_en.srt
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SRT
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22.5 KB
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011 Explainable Boosting Classifier Working Principle.mp4
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MP4
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40.3 MB
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011 Explainable Boosting Classifier Working Principle_en.srt
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SRT
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9.5 KB
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012 Demo for Explainable Boosting Classifier Explanaation.mp4
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MP4
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77.8 MB
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012 Demo for Explainable Boosting Classifier Explanaation_en.srt
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SRT
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12.2 KB
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Bonus Resources.txt
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TXT
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409.6 B
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Get Bonus Downloads Here.url
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URL
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204.8 B
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external-assets-links.txt
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TXT
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409.6 B
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