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jphall663 authored May 14, 2022
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* [*Designing Inherently Interpretable Machine Learning Models*](https://arxiv.org/pdf/2111.01743.pdf)
* [*Psychological Foundations of Explainability and Interpretability in Artificial Intelligence*](https://nvlpubs.nist.gov/nistpubs/ir/2021/NIST.IR.8367.pdf)
* **[Responsible Artificial Intelligence](https://www.springer.com/gp/book/9783030303709)** - Sections 2.1-2.5, Chapter 7
* [*Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead*](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*](https://arxiv.org/pdf/1811.10154.pdf)

* **Self-explainaing Machine Learning Techniques**:
* **Interpretable Machine Learning** - [Chapter 4](https://christophm.github.io/interpretable-ml-book/simple.html)
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