Amit Sharma

Fix #182: Supporting private data for sklearn models

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**[READY FOR MERGE]** This PR adds support for private data interface for sklearn ML models. dice-kdtree is not supported since it requires access to the training data to output the...

Refactoring deep learning models to work with any explainer

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**[READY TO MERGE]** Refactors deep learning model and explainers so that they are compatible with the sklearn explainers. sklearn explainers do not need access to gradient, so they should also...

If you've used DoWhy in a specific application, it will be great if you can help contribute a case-study on the analysis. We highly encourage such contributions since it helps...

Add instructions for setting up a local installation of dowhy for development

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Under [docs/source/contributing](https://github.com/py-why/dowhy/tree/master/docs/source/contributing) folder, we would like to add an rst file describing the steps for cloning and installing dowhy locally for development. We can also optionally add directions for raising...

Add links to causal inference learning resources

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We have a stub on introduction to causality [here](https://github.com/py-why/dowhy/blob/master/docs/source/user_guide/causality_intro.rst). It will be great to add links to good books/video courses/blogs that are useful for people to get started with causality...

Add guide on how to pass the DCO check for new PRs

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Many contributors are facing problems passing the DCO check. will be good to add instructions for specifying DCO as written in [this Github guide](https://github.com/py-why/dowhy/pull/537/checks?check_run_id=7347573226) for one of the PRs. This...

It will be good to refer to original papers whenever we implement a method in dowhy. We can use the sphinxcontrib-bibtex package to include references, as used by numpy and...

Guide on refutations and how to interpret p-values

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Under the [docs/source/user_guide/effect_inference/refute.rst], it will be good to add details on each of the refutation methods, along with a code example. For refutations that comes with a p-value, it will...

Under the [docs/source/user-guide/identify.rst](https://github.com/py-why/dowhy/blob/master/docs/source/user_guide/effect_inference/identify.rst) file, it will be good to add descriptions of each of the identification methods. A standard pattern will be to describe the 1) intuition of the method;...

Under the user guide [estimate.rst](https://github.com/py-why/dowhy/blob/master/docs/source/user_guide/effect_inference/estimate.rst), it will be good to add basic information about each of the estimation methods in DoWhy. A standard pattern will be to describe the 1)...