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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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Data scientists and machine learning professionals have to stay apace with the latest techniques and approaches in the field. In this course, instructor Keith McCormick shows you how to produce explainable AI (XAI) and interpretable machine learning (IML) solutions.
Learn why the need for XAI has been rapidly increasing in recent years. Explore available methods and common techniques for XAI and IML, as well as when and how to use each. Keith walks you through the challenges and opportunities of black box models, showing you how to bring transparency to your models and using real-world examples that illustrate tricks of the trade on the easy-to-learn, open-source KNIME Analytics Platform. By the end of this course, you’ll have a better understanding of XAI and IML techniques for both global and local explanations.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/001. Exploring the world of explainable AI and inte.en.srt
1.5 KB
~Get Your Files Here !/1. Introduction/001. Exploring the world of explainable AI and inte.mp4
5 MB
~Get Your Files Here !/1. Introduction/002. Target audience.en.srt
2 KB
~Get Your Files Here !/1. Introduction/002. Target audience.mp4
3 MB
~Get Your Files Here !/1. Introduction/003. What you should know.en.srt
1.5 KB
~Get Your Files Here !/1. Introduction/003. What you should know.mp4
2.3 MB
~Get Your Files Here !/2. What Are XAI and IML/004. Understanding the what and why your mo.en.srt
6.6 KB
~Get Your Files Here !/2. What Are XAI and IML/004. Understanding the what and why your mo.mp4
16.4 MB
~Get Your Files Here !/2. What Are XAI and IML/005. Variable importance and reason codes.en.srt
3.3 KB
~Get Your Files Here !/2. What Are XAI and IML/005. Variable importance and reason codes.mp4
9.2 MB
~Get Your Files Here !/2. What Are XAI and IML/006. Comparing IML and XAI.en.srt
6.4 KB
~Get Your Files Here !/2. What Are XAI and IML/006. Comparing IML and XAI.mp4
10.5 MB
~Get Your Files Here !/2. What Are XAI and IML/007. Trends in AI making the XAI problem mo.en.srt
8 KB
~Get Your Files Here !/2. What Are XAI and IML/007. Trends in AI making the XAI problem mo.mp4
18.3 MB
~Get Your Files Here !/2. What Are XAI and IML/008. Local and global explanations.en.srt
3.5 KB
~Get Your Files Here !/2. What Are XAI and IML/008. Local and global explanations.mp4
5.3 MB
~Get Your Files Here !/2. What Are XAI and IML/009. XAI for debugging models.en.srt
3.4 KB
~Get Your Files Here !/2. What Are XAI and IML/009. XAI for debugging models.mp4
7 MB
~Get Your Files Here !/2. What Are XAI and IML/010. KNIME support of global and local expl.en.srt
3.4 KB
~Get Your Files Here !/2. What Are XAI and IML/010. KNIME support of global and local expl.mp4
5.4 MB
~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/011. Challe.en.srt
13 KB
~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/011. Challe.mp4
23.1 MB
~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/012. Challe.en.srt
5 KB
~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/012. Challe.mp4
7.8 MB
~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/013. Rashom.en.srt
6.9 KB
~Get Your Files Here !/3. Why Isolating a Variable’s Contribution Is Difficult/013. Rashom.mp4
11.7 MB
~Get Your Files Here !/4. Black Box Model 101/014. What qualifies as a black box.en.srt
4.3 KB
~Get Your Files Here !/4. Black Box Model 101/014. What qualifies as a black box.mp4
7.8 MB
~Get Your Files Here !/4. Black Box Model 101/015. Why do we have black box models.en.srt
6.5 KB
~Get Your Files Here !/4. Black Box Model 101/015. Why do we have black box models.mp4
9.7 MB
~Get Your Files Here !/4. Black Box Model 101/016. What is the accuracy interpretability t.en.srt
6.3 KB
~Get Your Files Here !/4. Black Box Model 101/016. What is the accuracy interpretability t.mp4
10.6 MB
~Get Your Files Here !/4. Black Box Model 101/017. The argument against XAI.en.srt
4.5 KB
~Get Your Files Here !/4. Black Box Model 101/017. The argument against XAI.mp4
7.1 MB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/018. Introducing KNIME.en.srt
5.5 KB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/018. Introducing KNIME.mp4
14.5 MB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/019. Building models in KN.en.srt
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~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/019. Building models in KN.mp4
14.6 MB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/020. Understanding looping.en.srt
4.3 KB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/020. Understanding looping.mp4
9.8 MB
~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/021. Where to find availab.en.srt
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~Get Your Files Here !/5. Introduction to KNIME for XAI and IML/021. Where to find availab.mp4
12.1 MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/022. Providing global explana.en.srt
6.6 KB
~Get Your Files Here !/6. XAI Techniques Global Explanations/022. Providing global explana.mp4
12.3 MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/023. Using surrogate models f.en.srt
2.6 KB
~Get Your Files Here !/6. XAI Techniques Global Explanations/023. Using surrogate models f.mp4
5.9 MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/024. Developing and interpret.en.srt
6.5 KB
~Get Your Files Here !/6. XAI Techniques Global Explanations/024. Developing and interpret.mp4
12.8 MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/025. Permutation feature impo.en.srt
1.5 KB
~Get Your Files Here !/6. XAI Techniques Global Explanations/025. Permutation feature impo.mp4
4.6 MB
~Get Your Files Here !/6. XAI Techniques Global Explanations/026. Global feature importanc.en.srt
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~Get Your Files Here !/6. XAI Techniques Global Explanations/026. Global feature importanc.mp4
21.1 MB
~Get Your Files Here !/7. Techniques for Local Explanations/027. Developing an intuition f.en.srt
6.8 KB
~Get Your Files Here !/7. Techniques for Local Explanations/027. Developing an intuition f.mp4
10 MB
~Get Your Files Here !/7. Techniques for Local Explanations/028. Introducing SHAP.en.srt
2.7 KB
~Get Your Files Here !/7. Techniques for Local Explanations/028. Introducing SHAP.mp4
3.6 MB
~Get Your Files Here !/7. Techniques for Local Explanations/029. Using LIME to provide loc.en.srt
3.1 KB
~Get Your Files Here !/7. Techniques for Local Explanations/029. Using LIME to provide loc.mp4
5.2 MB
~Get Your Files Here !/7. Techniques for Local Explanations/030. What are counterfactuals.en.srt
3.8 KB
~Get Your Files Here !/7. Techniques for Local Explanations/030. What are counterfactuals.mp4
5.7 MB
~Get Your Files Here !/7. Techniques for Local Explanations/031. KNIME's Local Explanation.en.srt
6 KB
~Get Your Files Here !/7. Techniques for Local Explanations/031. KNIME's Local Explanation.mp4
11.6 MB
~Get Your Files Here !/7. Techniques for Local Explanations/032. XAI View node demonstrati.en.srt
9.9 KB
~Get Your Files Here !/7. Techniques for Local Explanations/032. XAI View node demonstrati.mp4
13.8 MB
~Get Your Files Here !/8. IML Techniques/033. General advice for better IML.en.srt
6.8 KB
~Get Your Files Here !/8. IML Techniques/033. General advice for better IML.mp4
14.6 MB
~Get Your Files Here !/8. IML Techniques/034. Why feature engineering is critical for IML.en.srt
3.3 KB
~Get Your Files Here !/8. IML Techniques/034. Why feature engineering is critical for IML.mp4
9.2 MB
~Get Your Files Here !/8. IML Techniques/035. CORELS and recent trends.en.srt
7.5 KB
~Get Your Files Here !/8. IML Techniques/035. CORELS and recent trends.mp4
11.5 MB
~Get Your Files Here !/9. Conclusion/036. Continuing to explore XAI.en.srt
2.2 KB
~Get Your Files Here !/9. Conclusion/036. Continuing to explore XAI.mp4
3.2 MB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Ex_Files_ML_and_AI_Foundations_Explainable_Interpretable/Exercise Files/02_01/auto-mpg_hp_tons.xlsx
40.8 KB
~Get Your Files Here !/Ex_Files_ML_and_AI_Foundations_Explainable_Interpretable/Exercise Files/05_01/05_01_XAI_PDP.knar.knwf
2.1 MB
~Get Your Files Here !/Ex_Files_ML_and_AI_Foundations_Explainable_Interpretable/Exercise Files/05_03/05_03_XAI_Surrogates.knar.knwf
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