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courses:xai:lab2 [2024/10/09 10:12] – [Resources] admin | courses: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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