Using DALEX To Explain Black-Box Models

Przemyslaw Biecek explains that there’s more than LIME for explaining black-box models:

I’ve heard about a number of consulting companies, that decided to use simple linear model instead of a black box model with higher performance, because ,,client wants to understand factors that drive the prediction’’.
And usually the discussion goes as following: ,,We have tried LIME for our black-box model, it is great, but it is not working in our case’’, ,,Have you tried other explainers?’’, ,,What other explainers’’?

So here you have a map of different visual explanations for black-box models.

Check out DALEX, which includes a Jupyter notebook example.  H/T R-Bloggers

Related Posts

Connecting To Elasticsearch With R

Jerod Johnson has a sample of connecting to Elasticsearch with R: You will need the following information to connect to Elasticsearch as a JDBC data source: Driver Class: Set this to cdata.jdbc.elasticsearch.ElasticsearchDriver. Classpath: Set this to the location of the driver JAR. By default, this is the lib subfolder of the installation folder. The DBI functions, […]

Read More

Voice Control For Shiny Apps

Over at Jumping Rivers, an example of using a Javascript library to control a page using voice commands: I have found that performance across all devices and browsers is definitely not equal. By far the best browser I have found for viewing the apps is Google Chrome. I have also tended to find that my […]

Read More

Categories

June 2018
MTWTFSS
« May Jul »
 123
45678910
11121314151617
18192021222324
252627282930