Using Comet for EDA
Comet provides the following features to deal with EDA:
- Log – A mechanism to store assets, metrics, and objects in general in Comet
- Panel – A visual representation of one or more logged objects
- Report – A combination of panels
From a logical point of view, firstly we log all the needed objects, then we build all the designed panels, and, finally, we build a report. We can adopt this strategy in all the phases of the data science project life cycle, such as EDA and model evaluation. In this chapter, we focus on how to adopt this strategy during the EDA phase.
Before describing the single features, separately, here is a practical tip that permits you to integrate Comet with notebook documents. Usually, we use notebook documents (or simply notebooks) to perform EDA because we can use them to show both code and text, to run temporary code, and so on. Comet can also be integrated with Jupyter notebooks, by simply adding...
