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[ CourseBoat.com ] Linkedin - Machine Learning and AI Foundations - Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions

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视频 2024-2-12 00:39 2024-12-26 03:19 175 356.2 MB 36
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CourseBoat com Linkedin - Machine Learning and AI Foundations - Producing Explainable AI XAI and Interpretable Machine Learning Solutions

文件列表
  1. ~Get Your Files Here !/1. Introduction/001. Exploring the world of explainable AI and inte.mp44.97MB
  2. ~Get Your Files Here !/1. Introduction/002. Target audience.mp43.02MB
  3. ~Get Your Files Here !/1. Introduction/003. What you should know.mp42.31MB
  4. ~Get Your Files Here !/2. What Are XAI and IML/004. Understanding the what and why your mo.mp416.44MB
  5. ~Get Your Files Here !/2. What Are XAI and IML/005. Variable importance and reason codes.mp49.23MB
  6. ~Get Your Files Here !/2. What Are XAI and IML/006. Comparing IML and XAI.mp410.46MB
  7. ~Get Your Files Here !/2. What Are XAI and IML/007. Trends in AI making the XAI problem mo.mp418.34MB
  8. ~Get Your Files Here !/2. What Are XAI and IML/008. Local and global explanations.mp45.3MB
  9. ~Get Your Files Here !/2. What Are XAI and IML/009. XAI for debugging models.mp46.98MB
  10. ~Get Your Files Here !/2. What Are XAI and IML/010. KNIME support of global and local expl.mp45.37MB
  11. ~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/011. Challe.mp423.08MB
  12. ~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/012. Challe.mp47.85MB
  13. ~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/013. Rashom.mp411.71MB
  14. ~Get Your Files Here !/4. Black Box Model 101/014. What qualifies as a black box.mp47.77MB
  15. ~Get Your Files Here !/4. Black Box Model 101/015. Why do we have black box models.mp49.65MB
  16. ~Get Your Files Here !/4. Black Box Model 101/016. What is the accuracy interpretability t.mp410.58MB
  17. ~Get Your Files Here !/4. Black Box Model 101/017. The argument against XAI.mp47.1MB
  18. ~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/018. Introducing KNIME.mp414.53MB
  19. ~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/019. Building models in KN.mp414.58MB
  20. ~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/020. Understanding looping.mp49.8MB
  21. ~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/021. Where to find availab.mp412.13MB
  22. ~Get Your Files Here !/6. XAI Techniques Global Explanations/022. Providing global explana.mp412.26MB
  23. ~Get Your Files Here !/6. XAI Techniques Global Explanations/023. Using surrogate models f.mp45.88MB
  24. ~Get Your Files Here !/6. XAI Techniques Global Explanations/024. Developing and interpret.mp412.83MB
  25. ~Get Your Files Here !/6. XAI Techniques Global Explanations/025. Permutation feature impo.mp44.65MB
  26. ~Get Your Files Here !/6. XAI Techniques Global Explanations/026. Global feature importanc.mp421.08MB
  27. ~Get Your Files Here !/7. Techniques for Local Explanations/027. Developing an intuition f.mp49.99MB
  28. ~Get Your Files Here !/7. Techniques for Local Explanations/028. Introducing SHAP.mp43.6MB
  29. ~Get Your Files Here !/7. Techniques for Local Explanations/029. Using LIME to provide loc.mp45.2MB
  30. ~Get Your Files Here !/7. Techniques for Local Explanations/030. What are counterfactuals.mp45.7MB
  31. ~Get Your Files Here !/7. Techniques for Local Explanations/031. KNIME's Local Explanation.mp411.64MB
  32. ~Get Your Files Here !/7. Techniques for Local Explanations/032. XAI View node demonstrati.mp413.77MB
  33. ~Get Your Files Here !/8. IML Techniques/033. General advice for better IML.mp414.57MB
  34. ~Get Your Files Here !/8. IML Techniques/034. Why feature engineering is critical for IML.mp49.18MB
  35. ~Get Your Files Here !/8. IML Techniques/035. CORELS and recent trends.mp411.47MB
  36. ~Get Your Files Here !/9. Conclusion/036. Continuing to explore XAI.mp43.21MB
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