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[ DevCourseWeb.com ] Udemy - Explainable Artificial Intelligence (XAI) with Python
- Date: 2024-07-03
- Size: 3.3 GB
- Files: 112
File Name
Size
Get Bonus Downloads Here.url
182 B
~Get Your Files Here !/01 - Introduction to XAI/001 XAI in Action.mp4
104 MB
~Get Your Files Here !/01 - Introduction to XAI/001 XAI in Action_en.srt
13 kB
~Get Your Files Here !/01 - Introduction to XAI/002 Need and Importance of XAI.mp4
80 MB
~Get Your Files Here !/01 - Introduction to XAI/002 Need and Importance of XAI_en.srt
12 kB
~Get Your Files Here !/01 - Introduction to XAI/003 By Design Interpretable Models Decision Tree Glass Box Models.mp4
55 MB
~Get Your Files Here !/01 - Introduction to XAI/003 By Design Interpretable Models Decision Tree Glass Box Models_en.srt
12 kB
~Get Your Files Here !/01 - Introduction to XAI/004 By Design Interpretable Models Logistic Regression Glass Box Models.mp4
51 MB
~Get Your Files Here !/01 - Introduction to XAI/004 By Design Interpretable Models Logistic Regression Glass Box Models_en.srt
12 kB
~Get Your Files Here !/01 - Introduction to XAI/005 Black Box Models Part-1.mp4
30 MB
~Get Your Files Here !/01 - Introduction to XAI/005 Black Box Models Part-1_en.srt
6.8 kB
~Get Your Files Here !/01 - Introduction to XAI/006 Black Box Models Part-2.mp4
45 MB
~Get Your Files Here !/01 - Introduction to XAI/006 Black Box Models Part-2_en.srt
7.8 kB
~Get Your Files Here !/01 - Introduction to XAI/007 XAI Categorization.mp4
37 MB
~Get Your Files Here !/01 - Introduction to XAI/007 XAI Categorization_en.srt
7.8 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/001 Demonstration of Glass Box Models Part-1.mp4
52 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/001 Demonstration of Glass Box Models Part-1_en.srt
11 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/002 Demonstration of Glass Box Models Part-2.mp4
35 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/002 Demonstration of Glass Box Models Part-2_en.srt
5.3 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/003 Need for Train-Test Split.mp4
118 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/003 Need for Train-Test Split_en.srt
18 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/004 Techniques for Balancing the Dataset.mp4
37 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/004 Techniques for Balancing the Dataset_en.srt
8.7 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/005 Code for Balancing the Dataset.mp4
33 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/005 Code for Balancing the Dataset_en.srt
4.8 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/006 Quality Metrics for Classification Confusion Matrix, Precision, Recall, F1Score.mp4
58 MB
~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
14 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/007 Demo of Data Exploration for Stroke Dataset.mp4
66 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/007 Demo of Data Exploration for Stroke Dataset_en.srt
11 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/008 InterpretML Package.mp4
57 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/008 InterpretML Package_en.srt
8.1 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/009 Demo for Logistic Regression Model Explanation.mp4
76 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/009 Demo for Logistic Regression Model Explanation_en.srt
11 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/010 Demo for Decision Tree Classifier Explanation.mp4
130 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/010 Demo for Decision Tree Classifier Explanation_en.srt
22 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/011 Explainable Boosting Classifier Working Principle.mp4
40 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/011 Explainable Boosting Classifier Working Principle_en.srt
9.5 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/012 Demo for Explainable Boosting Classifier Explanaation.mp4
78 MB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/012 Demo for Explainable Boosting Classifier Explanaation_en.srt
12 kB
~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/external-assets-links.txt
501 B
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/001 LIME Working Principle.mp4
66 MB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/001 LIME Working Principle_en.srt
13 kB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/002 Mathematical Modelling of LIME Part-1.mp4
50 MB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/002 Mathematical Modelling of LIME Part-1_en.srt
12 kB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/003 Mathematical Modelling of LIME Part-2.mp4
56 MB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/003 Mathematical Modelling of LIME Part-2_en.srt
13 kB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/004 Demo of LIME for tabular Stroke Dataset.mp4
93 MB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/004 Demo of LIME for tabular Stroke Dataset_en.srt
14 kB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/005 LIME Demonstration for textual dataset Part-1.mp4
64 MB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/005 LIME Demonstration for textual dataset Part-1_en.srt
12 kB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/006 LIME Demonstration for textual dataset Part-2.mp4
71 MB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/006 LIME Demonstration for textual dataset Part-2_en.srt
12 kB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/007 LIME Demonstration for textual dataset Part-3.mp4
135 MB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/007 LIME Demonstration for textual dataset Part-3_en.srt
20 kB
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/008 Recommended Practice Tasks.html
972 B
~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/external-assets-links.txt
608 B
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/001 SHAP Working Principle.mp4
49 MB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/001 SHAP Working Principle_en.srt
12 kB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/002 Mathematical Modelling of SHAP Part-1.mp4
37 MB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/002 Mathematical Modelling of SHAP Part-1_en.srt
8.1 kB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/003 Mathematical Modelling of SHAP Part-2.mp4
54 MB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/003 Mathematical Modelling of SHAP Part-2_en.srt
11 kB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/004 Mathematical Modelling of SHAP Part-3.mp4
76 MB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/004 Mathematical Modelling of SHAP Part-3_en.srt
16 kB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/005 SHAP Demonstration.mp4
190 MB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/005 SHAP Demonstration_en.srt
25 kB
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/006 Recommended Practice Tasks.html
726 B
~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/external-assets-links.txt
74 B
~Get Your Files Here !/05 - Counterfactual Explanations/001 Working Principle of Counterfactual Explanations-1.mp4
45 MB
~Get Your Files Here !/05 - Counterfactual Explanations/001 Working Principle of Counterfactual Explanations-1_en.srt
9.1 kB
~Get Your Files Here !/05 - Counterfactual Explanations/002 Working Principle of Counterfactual Explanations.mp4
46 MB
~Get Your Files Here !/05 - Counterfactual Explanations/002 Working Principle of Counterfactual Explanations_en.srt
9.8 kB
~Get Your Files Here !/05 - Counterfactual Explanations/003 Mathematical Modelling of Counterfactual Explanations.mp4
72 MB
~Get Your Files Here !/05 - Counterfactual Explanations/003 Mathematical Modelling of Counterfactual Explanations_en.srt
15 kB
~Get Your Files Here !/05 - Counterfactual Explanations/004 Global Counterfactuals.mp4
27 MB
~Get Your Files Here !/05 - Counterfactual Explanations/004 Global Counterfactuals_en.srt
4.4 kB
~Get Your Files Here !/05 - Counterfactual Explanations/005 Demo of Counterfactual Explanations on Stroke Dataset.mp4
173 MB
~Get Your Files Here !/05 - Counterfactual Explanations/005 Demo of Counterfactual Explanations on Stroke Dataset_en.srt
27 kB
~Get Your Files Here !/05 - Counterfactual Explanations/006 Recommended Practice Tasks.html
843 B
~Get Your Files Here !/05 - Counterfactual Explanations/external-assets-links.txt
74 B
~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
104 MB
~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
19 kB
~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
96 MB
~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
16 kB
~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
84 MB
~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
11 kB
~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
74 MB
~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
10 kB
~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
107 MB
~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
12 kB
~Get Your Files Here !/06 - Google's What-if Tool (WIT) for AI fairness and Counterfactuals/external-assets-links.txt
320 B
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/001 Interaction Demos of LRP.mp4
93 MB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/001 Interaction Demos of LRP_en.srt
10 kB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/002 Working Principle of LRP.mp4
36 MB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/002 Working Principle of LRP_en.srt
6.7 kB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/003 Mathematical Modelling of LRP.mp4
84 MB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/003 Mathematical Modelling of LRP_en.srt
18 kB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/004 Demo of LRP on MRI dataset Part-1.mp4
71 MB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/004 Demo of LRP on MRI dataset Part-1_en.srt
10 kB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/005 Demo of LRP on MRI dataset Part-2.mp4
76 MB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/005 Demo of LRP on MRI dataset Part-2_en.srt
13 kB
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/006 Recommended Practice Tasks.html
102 B
~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/external-assets-links.txt
422 B
~Get Your Files Here !/08 - Contrastive Explanations Method (CEM)/001 Working Principle and Applications of Contrastive Explanations Method (CEM).mp4
66 MB
~Get Your Files Here !/08 - Contrastive Explanations Method (CEM)/001 Working Principle and Applications of Contrastive Explanations Method (CEM)_en.srt
12 kB
~Get Your Files Here !/09 - Useful Resources for XAI/001 Useful Resources for XAI.html
5.9 kB
~Get Your Files Here !/11 - Surprise on Completion of Course/001 Open your gift.html
195 B
~Get Your Files Here !/12 - Other resources from the Instructor/001 Other online courses from the Instructor.html
3.7 kB
~Get Your Files Here !/12 - Other resources from the Instructor/002 Text Books from the Instructor.html
1.3 kB
~Get Your Files Here !/13 - Acknowledgement/001 Gratitude.mp4
27 MB
~Get Your Files Here !/13 - Acknowledgement/001 Gratitude_en.srt
2.6 kB
~Get Your Files Here !/Bonus Resources.txt
386 B