diff --git a/content/purgatorio/collect-and-prepare-data/exploratory-data-analysis.md b/content/purgatorio/collect-and-prepare-data/exploratory-data-analysis.md new file mode 100644 index 00000000..0bcdae0b --- /dev/null +++ b/content/purgatorio/collect-and-prepare-data/exploratory-data-analysis.md @@ -0,0 +1,140 @@ +--- +title: Exploratory Data Analysis +author: neomatrix369 +description: The purpose of this guide is to talk about exploratory data analysis and the different steps you need to do on your dataset to get a better insight about the Machine Learning models you are about to create. +--- + +# What you will learn +. +. +. + +# Index +- [How to use this guide?](#How-to-use-this-guide) +- [The end-to-end process](#The-end-to-end-process) +- [Research or business questions](#Research-or-business-questions) +- [Start Small](#Start-small) +- [Small steps](#Small-steps) +- [The Toolkit and sources](#The-Toolkit-and-sources) +- [Exploratory Data Analysis](#Exploratory-Data-Analysis) +- [Vizualisation](#Vizualisation) +- [Sanity Check](#Sanity-Check) + - [Ethics](#Ethics) + - [Interpretability / Explainability](#interpretability--explainability) +- [Automate The Boring Stuff!](#Automate-the-boring-stuff) +- [Resources](#Resources) +- [Conclusions](#Conclusions) + +**Let's Start!** + +### How to use this guide? +. +. +. + +[Back to the index](#index) + +### The end-to-end process + +. +. +. + +[Back to the index](#index) + +### Research or business questions + +. +. +. + +[Back to the index](#index) + +### Start Small + +. +. +. + +[Back to the index](#index) + +### Small steps + +. +. +. + +[Back to the index](#index) + +### The Toolkit and sources + +. +. +. + +[Back to the index](#index) + + +### Exploratory Data Analysis + +. +. +. + +[Back to the index](#index) + +### Visualization + +. +. +. + +[Back to the index](#index) + +### Sanity Check + +. +. +. + + +#### Ethics + +. +. +. + +#### Interpretability / Explainability + +. +. +. + + +[Back to the index](#index) + +### Automate The Boring Stuff! + +. +. +. + + +[Back to the index](#index) + +### Resources + +. +. +. + + +[Back to the index](#index) + +### Conclusions + +. +. +. + +[Back to the index](#index) \ No newline at end of file