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Udemy - Explainable Artificial Intelligence (XAI) with Python

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Description
[ DevCourseWeb.com ] Explainable Artificial Intelligence (XAI) with Python



If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com







MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English + srt | Duration: 56 lectures (7h 56m) | Size: 3.07 GB



Simplified Way to Learn XAI



What you'll learn

Importance of XAI in modern world

Differentiation of glass box, white box and black box ML models

Categorization of XAI on the basis of their scope, agnosticity, data types and explanation techniques

Trade-off between accuracy and interpretability

Application of InterpretML package from Microsoft to generate explanations of ML models

Need of counterfactual and contrastive explanations

Working principles and mathematical modeling of XAI techniques like LIME, SHAP, DiCE, LRP, counterfactual and contrastive explanationss

Application of XAI techniques like LIME, SHAP, DiCE, LRP to generate explanations for black-box models for tabular, textual, and image datasets.

What-if tool from Google to analyze data points and to generate counterfactuals



Requirements

No programming experience needed. You will learn everything you need to know to apply XAI for generating explanations for ML models.



If You Need More Stuff, kindly Visit and Support Us -->> https://CourseWikia.com



Get More Tutorials and Support Us -->> https://FreeCourseWeb.com



We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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File list
  • Udemy - Explainable Artificial Intelligence (XAI) with Python
  • ~Get Your Files Here !/01 - Introduction to XAI/001 XAI in Action.mp4 103.6 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 79.5 MB
  • ~Get Your Files Here !/01 - Introduction to XAI/002 Need and Importance of XAI_en.srt 11.8 KB
  • ~Get Your Files Here !/01 - Introduction to XAI/003 By Design Interpretable Models Decision Tree Glass Box Models.mp4 54.8 MB
  • ~Get Your Files Here !/01 - Introduction to XAI/003 By Design Interpretable Models Decision Tree Glass Box Models_en.srt 11.9 KB
  • ~Get Your Files Here !/01 - Introduction to XAI/004 By Design Interpretable Models Logistic Regression Glass Box Models.mp4 50.6 MB
  • ~Get Your Files Here !/01 - Introduction to XAI/004 By Design Interpretable Models Logistic Regression Glass Box Models_en.srt 11.5 KB
  • ~Get Your Files Here !/01 - Introduction to XAI/005 Black Box Models Part-1.mp4 30.5 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 45.1 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 37.1 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 51.8 MB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/001 Demonstration of Glass Box Models Part-1_en.srt 10.9 KB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/002 Demonstration of Glass Box Models Part-2.mp4 35.3 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 118.3 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 33.2 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 57.5 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 13.5 KB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/007 Demo of Data Exploration for Stroke Dataset.mp4 65.5 MB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/007 Demo of Data Exploration for Stroke Dataset_en.srt 11.1 KB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/008 InterpretML Package.mp4 56.9 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 76.2 MB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/009 Demo for Logistic Regression Model Explanation_en.srt 10.7 KB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/010 Demo for Decision Tree Classifier Explanation.mp4 130.5 MB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/010 Demo for Decision Tree Classifier Explanation_en.srt 22.5 KB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/011 Explainable Boosting Classifier Working Principle.mp4 40.3 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 77.8 MB
  • ~Get Your Files Here !/02 - Demonstration of By Design Interpretable Models Glass Box/012 Demo for Explainable Boosting Classifier Explanaation_en.srt 12.2 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 65.8 MB
  • ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/001 LIME Working Principle_en.srt 13.1 KB
  • ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/002 Mathematical Modelling of LIME Part-1.mp4 50.2 MB
  • ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/002 Mathematical Modelling of LIME Part-1_en.srt 11.6 KB
  • ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/003 Mathematical Modelling of LIME Part-2.mp4 55.8 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 93.3 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 64.2 MB
  • ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/005 LIME Demonstration for textual dataset Part-1_en.srt 11.7 KB
  • ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/006 LIME Demonstration for textual dataset Part-2.mp4 71.3 MB
  • ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/006 LIME Demonstration for textual dataset Part-2_en.srt 11.5 KB
  • ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/007 LIME Demonstration for textual dataset Part-3.mp4 134.7 MB
  • ~Get Your Files Here !/03 - LIME (Local Interpretable Model Agnostic Explanations)/007 LIME Demonstration for textual dataset Part-3_en.srt 20.3 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 48.9 MB
  • ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/001 SHAP Working Principle_en.srt 12.2 KB
  • ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/002 Mathematical Modelling of SHAP Part-1.mp4 37.3 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 53.7 MB
  • ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/003 Mathematical Modelling of SHAP Part-2_en.srt 10.9 KB
  • ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/004 Mathematical Modelling of SHAP Part-3.mp4 76.4 MB
  • ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/004 Mathematical Modelling of SHAP Part-3_en.srt 16.5 KB
  • ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/005 SHAP Demonstration.mp4 190.4 MB
  • ~Get Your Files Here !/04 - SHAP (SHapley Additive exPlanations)/005 SHAP Demonstration_en.srt 25.1 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 44.8 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 46.4 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 71.6 MB
  • ~Get Your Files Here !/05 - Counterfactual Explanations/003 Mathematical Modelling of Counterfactual Explanations_en.srt 14.9 KB
  • ~Get Your Files Here !/05 - Counterfactual Explanations/004 Global Counterfactuals.mp4 26.9 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 172.8 MB
  • ~Get Your Files Here !/05 - Counterfactual Explanations/005 Demo of Counterfactual Explanations on Stroke Dataset_en.srt 26.8 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 103.7 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 16.2 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 11.1 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 10.4 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 106.9 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 12.5 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 93.1 MB
  • ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/001 Interaction Demos of LRP_en.srt 10.5 KB
  • ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/002 Working Principle of LRP.mp4 36.1 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 84.1 MB
  • ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/003 Mathematical Modelling of LRP_en.srt 17.7 KB
  • ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/004 Demo of LRP on MRI dataset Part-1.mp4 70.6 MB
  • ~Get Your Files Here !/07 - Layer-wise Relevance Propagation (LRP)/004 Demo of LRP on MRI dataset Part-1_en.srt 10.4 KB

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