├── CONTRIBUTING.md
├── LICENSE
├── README.md
├── extension
├── icons
│ ├── icon128.png
│ ├── icon16.png
│ ├── icon19.png
│ └── icon48.png
├── js
│ └── jquery
│ │ ├── .gitignore
│ │ ├── README.md
│ │ ├── bower.json
│ │ ├── component.json
│ │ ├── composer.json
│ │ ├── jquery.js
│ │ ├── jquery.min.js
│ │ └── package.json
├── manifest.json
└── src
│ ├── bg
│ └── background.html
│ └── browser_action
│ ├── browser_action.html
│ ├── getPagesSource.js
│ ├── main.css
│ └── popup.js
├── functions
├── main.py
└── requirements.txt
├── logos.png
└── stackoverflow-classifier.ipynb
/CONTRIBUTING.md:
--------------------------------------------------------------------------------
1 | # How to Contribute
2 |
3 | We'd love to accept your patches and contributions to this project. There are
4 | just a few small guidelines you need to follow.
5 |
6 | ## Contributor License Agreement
7 |
8 | Contributions to this project must be accompanied by a Contributor License
9 | Agreement. You (or your employer) retain the copyright to your contribution;
10 | this simply gives us permission to use and redistribute your contributions as
11 | part of the project. Head over to to see
12 | your current agreements on file or to sign a new one.
13 |
14 | You generally only need to submit a CLA once, so if you've already submitted one
15 | (even if it was for a different project), you probably don't need to do it
16 | again.
17 |
18 | ## Code reviews
19 |
20 | All submissions, including submissions by project members, require review. We
21 | use GitHub pull requests for this purpose. Consult
22 | [GitHub Help](https://help.github.com/articles/about-pull-requests/) for more
23 | information on using pull requests.
24 |
25 | ## Community Guidelines
26 |
27 | This project follows
28 | [Google's Open Source Community Guidelines](https://opensource.google.com/conduct/).
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/README.md:
--------------------------------------------------------------------------------
1 | Text classification model interpretability demo
2 | ==========================
3 |
4 | **This code is provided as example only. It is provided without guarantee or level of support.** This is not an official Google product (experimental or otherwise), it is just code that happens to be owned by Google.
5 |
6 | This is the demo I presented at my [Cloud Next '19 talk](https://www.youtube.com/watch?v=OHIEZ-Scek8) with [Yufeng](https://twitter.com/yufengg). It shows how to build a bag of words text classification model to tag ML-related Stack Overflow questions, deploy the model to [AI Platform](https://cloud.google.com/ai-platform/), and interpret it's predictions with [SHAP](https://github.com/slundberg/shap). For more details on the SHAP piece of this demo, see my [blog post](https://sararobinson.dev/2019/04/23/interpret-bag-of-words-models-shap.html).
7 |
8 | 
9 |
10 | ## Running the notebook
11 |
12 | To run the notebook, create a new [Colab notebook](http://colab.research.google.com) and import the `stackoverflow-classifier.ipynb` file in this repo. The CSV we used for the Stack Overflow training data is public. You'll need to create a Google Cloud project to deploy the model. If you don't want to do that, you'll still be able to run the SHAP code at the end of the notebook.
13 |
14 | Got any feedback? File an issue or ping me on Twitter at [@SRobTweets](https://twitter.com/srobtweets)
15 |
16 | **This is not an officially supported Google product.**
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1 | build
2 | jquery-migrate.js
3 | jquery-migrate.min.js
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1 | jQuery Component
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4 | Shim repository for jQuery.
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1 | {
2 | "name": "components/jquery",
3 | "description": "jQuery JavaScript Library",
4 | "type": "component",
5 | "homepage": "http://jquery.com",
6 | "license": "MIT",
7 | "support": {
8 | "irc": "irc://irc.freenode.org/jquery",
9 | "issues": "http://bugs.jquery.com",
10 | "forum": "http://forum.jquery.com",
11 | "wiki": "http://docs.jquery.com/",
12 | "source": "https://github.com/jquery/jquery"
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