In this section, we will go through the details of the implementations of this solution.

![Capture d’écran 2022-12-06 à 10.49.09.png](ZriiAMPq2nsC)

There are four flow zones :
-  The <span style="color:#077abf">**Input Data**</span>  : batch and sensor datasets that will be used as the input of our flow <br>
-  The <span style="color:#077abf">**[Data Preparation](article:10)**</span>  : prepares the datasets and computes all the needed aggregations to feed the model<br>
-  The <span style="color:#077abf">**[Prediction](article:11)**</span>  : is used to make the interactive prediction of risk failure, and compute the explanations <br>
-  The <span style="color:#077abf">**[Batch Analysis](article:12)**</span>  : computes all the necessary aggregations for the interactive dashboard<br>