diff --git a/ML-on-code-programming-source-code.md b/ML-on-code-programming-source-code.md index bfee10a9..565e1957 100644 --- a/ML-on-code-programming-source-code.md +++ b/ML-on-code-programming-source-code.md @@ -32,4 +32,14 @@ - [Machine Learning on Source Code](https://ml4code.github.io/) - [ML on Code devroom at FOSDEM](https://archive.fosdem.org/2019/schedule/track/ml_on_code/) - [The Open Source Show: Machine Learning on Code](https://channel9.msdn.com/Shows/The-Open-Source-Show/Machine-Learning-on-Code) by Rob Caron, Lacey Butler, Allison Cordle -- [Machine Learning for Programming](https://ml4p.org/) - conference held in 2018 in Oxford, UK \ No newline at end of file +- [Machine Learning for Programming](https://ml4p.org/) - conference held in 2018 in Oxford, UK + +# Contributing + +Contributions are very welcome, please share back with the wider community (and get credited for it)! + +Please have a look at the [CONTRIBUTING](CONTRIBUTING.md) guidelines, also have a read about our [licensing](LICENSE.md) policy. + +--- + +Back to [main page (table of contents)](README.md) \ No newline at end of file diff --git a/Programming-in-Python.md b/Programming-in-Python.md index 1f6dde80..b0a6b2c0 100644 --- a/Programming-in-Python.md +++ b/Programming-in-Python.md @@ -140,4 +140,4 @@ Please have a look at the [CONTRIBUTING](CONTRIBUTING.md) guidelines, also have --- -Back to [main page (table of contents)](README.md) +Back to [main page (table of contents)](README.md) \ No newline at end of file diff --git a/cheatsheets.md b/cheatsheets.md index 98b5a01e..3c2a0bc2 100644 --- a/cheatsheets.md +++ b/cheatsheets.md @@ -19,3 +19,13 @@ - [Algorithms related cheatsheets - Big-O cheatsheet](http://bigocheatsheet.com/) - [ML Cheatsheet by Nabih Ibrahim Bawazir](https://media.licdn.com/dms/document/C511FAQGFXvKuRmt5Rg/feedshare-document-pdf-analyzed/0?e=1569596400&v=beta&t=n4ZRWnYpc1KOTo8lZ2sKmOI7rRChPkApOQEQBBDhaXg) - [Statistics cheatsheet](https://media.licdn.com/dms/document/C511FAQF31AWGmSTzMQ/feedshare-document-pdf-analyzed/0?e=1571943600&v=beta&t=9HwhZIlxIBW4zT7LLHyiJPA5djyKcjo4rFjiausHRn8) + +# Contributing + +Contributions are very welcome, please share back with the wider community (and get credited for it)! + +Please have a look at the [CONTRIBUTING](CONTRIBUTING.md) guidelines, also have a read about our [licensing](LICENSE.md) policy. + +--- + +Back to [main page (table of contents)](README.md) \ No newline at end of file diff --git a/competitions.md b/competitions.md index cada08e1..4c35df6c 100644 --- a/competitions.md +++ b/competitions.md @@ -28,4 +28,14 @@ - [Hacker Rank](https://lnkd.in/gEufBUu) - [Codeacademy](https://lnkd.in/gGQ7cuv) -- [LeetCode](https://leetcode.com/) \ No newline at end of file +- [LeetCode](https://leetcode.com/) + +# Contributing + +Contributions are very welcome, please share back with the wider community (and get credited for it)! + +Please have a look at the [CONTRIBUTING](CONTRIBUTING.md) guidelines, also have a read about our [licensing](LICENSE.md) policy. + +--- + +Back to [main page (table of contents)](README.md) \ No newline at end of file diff --git a/data/README.md b/data/README.md index 30d07b48..b073f43d 100644 --- a/data/README.md +++ b/data/README.md @@ -138,6 +138,7 @@ See [Data Generation](./data-generation.md#data-generation) ## Post model-creation analysis, ML interpretation/explainability ### Libraries & packages + - [Yellowbrick](https://www.scikit-yb.org/en/latest/#yellowbrick-machine-learning-visualization) - is a suite of visual diagnostic tools called “Visualizers” that extend the Scikit-Learn API to allow human steering of the model selection process - [Shap](https://github.com/slundberg/shap) - A unified approach to explain the output of any machine learning model - [LIME](https://github.com/marcotcr/lime) @@ -147,6 +148,7 @@ See [Data Generation](./data-generation.md#data-generation) - [Awesome Machine Learning Interpretability](https://github.com/jphall663/awesome-machine-learning-interpretability) - A Curated, but Probably Biased and Incomplete, List of Awesome Machine Learning Interpretability Resources ### Articles, blog posts, papers, notebooks, books, presentations + - [DataRobot: Model Interpretability - What is Model Interpretability in Machine Learning?](https://www.datarobot.com/wiki/interpretability/) - [Model Interpretability with SHAP](http://www.f1-predictor.com/model-interpretability-with-shap/) - [Interpreting bag of words models with SHAP](https://sararobinson.dev/2019/04/23/interpret-bag-of-words-models-shap.html) diff --git a/data/statistics.md b/data/statistics.md index 5cdffee9..04e2890a 100644 --- a/data/statistics.md +++ b/data/statistics.md @@ -18,3 +18,15 @@ - [Statistics cheatsheet](https://media.licdn.com/dms/document/C511FAQF31AWGmSTzMQ/feedshare-document-pdf-analyzed/0?e=1571943600&v=beta&t=9HwhZIlxIBW4zT7LLHyiJPA5djyKcjo4rFjiausHRn8) - [Statistics by Chris Albon](https://chrisalbon.com/#statistics) - covering Frequentist topics - For more, see [Mathematics, Statistics, Probability & Probabilistic programming](../README-details.md#mathematics-statistics-probability--probabilistic-programming) + + +# Contributing + +Contributions are very welcome, please share back with the wider community (and get credited for it)! + +Please have a look at the [CONTRIBUTING](CONTRIBUTING.md) guidelines, also have a read about our [licensing](LICENSE.md) policy. + +--- + +Back to [Data page (table of contents)](README.md)
+Back to [main page (table of contents)](../README.md) diff --git a/notebooks.md b/notebooks.md index 3d4696ad..b65b33a5 100644 --- a/notebooks.md +++ b/notebooks.md @@ -19,4 +19,14 @@ - [Notebook 1](https://colab.research.google.com/drive/1YH3PXYx9SzDz7tsz_99H4U8aCeTPb_JV) - [Notebook 2](https://colab.research.google.com/drive/1W51JKgZovi7QJvghGZp9FLCdJxE5SmU7) - [Notebook 3](https://colab.research.google.com/drive/1NfYTr-gNlUOCKedV2LRPH7ah6F9o-7re) - - [Github for Jupiter Notebooks](https://github.com/DanRHowarth/Tensorflow-2.0) \ No newline at end of file + - [Github for Jupiter Notebooks](https://github.com/DanRHowarth/Tensorflow-2.0) + +# Contributing + +Contributions are very welcome, please share back with the wider community (and get credited for it)! + +Please have a look at the [CONTRIBUTING](CONTRIBUTING.md) guidelines, also have a read about our [licensing](LICENSE.md) policy. + +--- + +Back to [main page (table of contents)](README.md) \ No newline at end of file diff --git a/visualisation.md b/visualisation.md index fd1c15da..131d9042 100644 --- a/visualisation.md +++ b/visualisation.md @@ -34,3 +34,13 @@ data visualisation. Magic from spreadsheets. Next-level storytelling. Embed on y - [Seaborn](https://lnkd.in/gih7hqz) - [Plotly](https://lnkd.in/gBYBMXc) - [Python Graph Gallery](https://lnkd.in/gdGe-ef) + +# Contributing + +Contributions are very welcome, please share back with the wider community (and get credited for it)! + +Please have a look at the [CONTRIBUTING](CONTRIBUTING.md) guidelines, also have a read about our [licensing](LICENSE.md) policy. + +--- + +Back to [main page (table of contents)](README.md) \ No newline at end of file