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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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36个文件
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356.2 MB
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2024-2-12 00:39
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2024-12-16 17:06
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[ CourseBoat.com ] Linkedin - Machine Learning and AI Foundations - Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions.torrent
~Get Your Files Here !/1. Introduction/001. Exploring the world of explainable AI and inte.mp44.97MB
~Get Your Files Here !/1. Introduction/002. Target audience.mp43.02MB
~Get Your Files Here !/1. Introduction/003. What you should know.mp42.31MB
~Get Your Files Here !/2. What Are XAI and IML/004. Understanding the what and why your mo.mp416.44MB
~Get Your Files Here !/2. What Are XAI and IML/005. Variable importance and reason codes.mp49.23MB
~Get Your Files Here !/2. What Are XAI and IML/006. Comparing IML and XAI.mp410.46MB
~Get Your Files Here !/2. What Are XAI and IML/007. Trends in AI making the XAI problem mo.mp418.34MB
~Get Your Files Here !/2. What Are XAI and IML/008. Local and global explanations.mp45.3MB
~Get Your Files Here !/2. What Are XAI and IML/009. XAI for debugging models.mp46.98MB
~Get Your Files Here !/2. What Are XAI and IML/010. KNIME support of global and local expl.mp45.37MB
~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/011. Challe.mp423.08MB
~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/012. Challe.mp47.85MB
~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/013. Rashom.mp411.71MB
~Get Your Files Here !/4. Black Box Model 101/014. What qualifies as a black box.mp47.77MB
~Get Your Files Here !/4. Black Box Model 101/015. Why do we have black box models.mp49.65MB
~Get Your Files Here !/4. Black Box Model 101/016. What is the accuracy interpretability t.mp410.58MB
~Get Your Files Here !/4. Black Box Model 101/017. The argument against XAI.mp47.1MB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/018. Introducing KNIME.mp414.53MB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/019. Building models in KN.mp414.58MB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/020. Understanding looping.mp49.8MB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/021. Where to find availab.mp412.13MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/022. Providing global explana.mp412.26MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/023. Using surrogate models f.mp45.88MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/024. Developing and interpret.mp412.83MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/025. Permutation feature impo.mp44.65MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/026. Global feature importanc.mp421.08MB
~Get Your Files Here !/7. Techniques for Local Explanations/027. Developing an intuition f.mp49.99MB
~Get Your Files Here !/7. Techniques for Local Explanations/028. Introducing SHAP.mp43.6MB
~Get Your Files Here !/7. Techniques for Local Explanations/029. Using LIME to provide loc.mp45.2MB
~Get Your Files Here !/7. Techniques for Local Explanations/030. What are counterfactuals.mp45.7MB
~Get Your Files Here !/7. Techniques for Local Explanations/031. KNIME's Local Explanation.mp411.64MB
~Get Your Files Here !/7. Techniques for Local Explanations/032. XAI View node demonstrati.mp413.77MB
~Get Your Files Here !/8. IML Techniques/033. General advice for better IML.mp414.57MB
~Get Your Files Here !/8. IML Techniques/034. Why feature engineering is critical for IML.mp49.18MB
~Get Your Files Here !/8. IML Techniques/035. CORELS and recent trends.mp411.47MB
~Get Your Files Here !/9. Conclusion/036. Continuing to explore XAI.mp43.21MB