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Merge branch 'master' of https://github.com/jphall663/GWU_rml
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jphall663 committed Jun 23, 2022
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* [Lecture Notes](tex/lecture_1.pdf)
* [Assignment 1](https://raw.githubusercontent.com/jphall663/GWU_rml/master/assignments/tex/assignment_1.pdf)
* [Model evaluation notebook](https://nbviewer.jupyter.org/github/jphall663/GWU_rml/blob/master/assignments/eval.ipynb)
* [Full evaluations results](https://github.com/jphall663/GWU_rml/blob/master/assignments/model_eval_2022_05_27_09_41_34.csv)
* [Full evaluations results](https://github.com/jphall663/GWU_rml/blob/master/assignments/model_eval_2022_06_13_09_47_08.csv)
* Software Examples:
* [Building from Penalized GLM to Monotonic GBM (simple)](https://nbviewer.jupyter.org/github/jphall663/GWU_rml/blob/master/lecture_1.ipynb?flush_cache=true)
* [Building from Penalized GLM to Monotonic GBM](https://nbviewer.org/github/jphall663/interpretable_machine_learning_with_python/blob/master/glm_mgbm_gbm.ipynb?flush_cache=true)
* [Simple Explainable Boosting Machine Example](https://nbviewer.jupyter.org/github/jphall663/GWU_rml/blob/master/lecture_1_ebm_example.ipynb?flush_cache=true)
* [PiML Credit Card Data Example](https://colab.research.google.com/github/SelfExplainML/PiML-Toolbox/blob/main/examples/Example_TaiwanCredit.ipynb)
* [PiML Assignment 1 Example](https://github.com/jphall663/GWU_rml/blob/master/assignments/assignment_1/group6_PiML_example.ipynb) and simple [requirements.txt](https://github.com/jphall663/GWU_rml/blob/master/assignments/assignment_1/piml_requirements.txt)


### Lecture 1 Suggested Software
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* **Introduction and Background**:

* [NIST AI Risk Management Framework](https://www.nist.gov/itl/ai-risk-management-framework)
* [Interagency Guidance on Model Risk Management (SR 11-7)](https://www.federalreserve.gov/supervisionreg/srletters/sr1107a1.pdf)
* [Eight Principles of Responsible Machine Learning](https://ethical.institute/principles.html)
* [Principles for Accountable Algorithms and a Social Impact Statement for Algorithms](https://www.fatml.org/resources/principles-for-accountable-algorithms)
* [Responsible AI Practices](https://ai.google/responsibilities/responsible-ai-practices/)
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