# Statistics

- [An Introduction To Statistical Learning with Applications in R](https://github.com/tpn/pdfs/blob/master/An%20Introduction%20To%20Statistical%20Learning%20with%20Applications%20in%20R%20(ISLR%20Sixth%20Printing).pdf)
- Statistical Inferencing
    - [Understanding statistical inference [video]](https://www.youtube.com/watch?v=tFRXsngz4UQ)
    - [Four ideas of Statistical Inference](http://www.bristol.ac.uk/medical-school/media/rms/red/4_ideas_of_statistical_inference.html)
    - [An Introduction to Statistical Learning [book]](http://www-bcf.usc.edu/~gareth/ISL/)
    - See [Statistics courses](../courses.md#statistics) under [Courses](../courses.md#courses)
- [Understand Your Machine Learning Data With Descriptive Statistics in Python](https://machinelearningmastery.com/understand-machine-learning-data-descriptive-statistics-python/)
- [How to Use Statistics to Identify Outliers in Data](https://machinelearningmastery.com/how-to-use-statistics-to-identify-outliers-in-data/)
- [Applying Physics functions](../presentations/data/Trackener-physics-functions-usage-example.pptx)
- [Chapter 2 of Introduction to Statistical Learning](http://www-bcf.usc.edu/~gareth/ISL/)
- [Naked statistics](http://www.nakedstatistics.com/) | [Book on Amazon](https://www.amazon.com/Naked-Statistics-Stripping-Dread-Data/dp/1480590185) [Naked statistics flash cards](https://quizlet.com/90835490/naked-statistics-flash-cards/) | [Summary by Daniel Miessler](https://danielmiessler.com/projects/reading/summary-naked-statistics/)
- [Cartoon Guide to Statistics (Cartoon Guide Series)](https://www.amazon.co.uk/Cartoon-Guide-Statistics/dp/0062731025/ref=sr_1_1?hvadid=80814136501810&hvbmt=bb&hvdev=c&hvqmt=b&keywords=cartoon+guide+statistics&qid=1556047351&s=gateway&sr=8-1)
- [Journal of Statistical Software - TidyData](https://www.jstatsoft.org/article/view/v059i10/)
- See [Statistics courses](../courses.md#statistics) under [Courses](../courses.md#courses)
- [15 Statistical Hypothesis Tests in Python (Cheat Sheet)](https://machinelearningmastery.com/statistical-hypothesis-tests-in-python-cheat-sheet/?fbclid=IwAR102PXBzIdx8g8zejg9ssE7at8jrnyfAtiT95Rp8flo98p8qEFBho5HOG0)
- [Statistics cheatsheet by Nabih Ibrahim Bawazir](https://media.licdn.com/dms/document/C511FAQF31AWGmSTzMQ/feedshare-document-pdf-analyzed/0?e=1573030800&v=beta&t=11ugKu44wK--uA9WG98V_r6_LY_xu6I8Y-YSaM1BOsQ)
- [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.

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