Interpretability dashboard
Now let’s look at the interpretability section of the dashboard. This is where each feature is analyzed and the importance and impact of the features are shown. The top features are either aggregated or available individually for analysis.
Figure 8.15 – Aggregated feature importance
In the preceding screenshot, you can see the aggregated feature importance.
Select Individual feature importance to analyze the data row by row. Then, select the rows to analyze, as follows:
Figure 8.16 – Selecting data points for feature importance
Once the feature data points are selected, scroll down to see the charts. The following chart shows the feature importance and its impact on the row that is selected. For every row in the dataset, you can analyze the dataset by selecting a row.
Figure 8.17 – Individual feature importance plot
Now click Individual...