courses:xai:lab2

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courses:xai:lab2 [2024/10/09 10:12] – [Resources] admincourses:xai:lab2 [2024/10/10 08:26] (current) – [Resources] admin
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   * Additional reading:   * Additional reading:
     * [[https://christophm.github.io/interpretable-ml-book/simple.html|Interpretable ML: Chapter 5]]     * [[https://christophm.github.io/interpretable-ml-book/simple.html|Interpretable ML: Chapter 5]]
 +    * [[https://www.nature.com/articles/s42256-019-0048-x|Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead]]
   * Additional watching:   * Additional watching:
     * [[https://www.youtube.com/watch?v=ZFtnvXlWo0E|Nice video explaining how to obtain standard errors of LR estimates]]     * [[https://www.youtube.com/watch?v=ZFtnvXlWo0E|Nice video explaining how to obtain standard errors of LR estimates]]
 +  * Tools:
 +    * [[https://pyro.ai/|Pyro]]
 +    * [[https://pgmpy.org/|PGMPy]]
 +    * [[https://causalnex.readthedocs.io/en/latest/|CausalNex]]
 +    * [[https://dtai.cs.kuleuven.be/problog/|ProbLog]] -> Interested? More on that at: [[https://wiki.iis.uj.edu.pl/courses:knais:start|KnAIS]]
  
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