Why do we need XAI ?

I will keep this section short but informative because as a Data Scientist we know very well why do we need to explain our models.

· Trust Buildup

· Justification

· Speed up the widespread adoption

Lets understand the need of XAI form below scenario.

I think from above two images, it is all clear why do we need XAI layer in our pipeline while making predictions.

Service/Libraries Available For XAI

There are many services available for XAI but I would say only three are matured enough to use.

Below are the services which I have explored related to XAI.

#eli5 #data-science #model-interpretation #machine-learning #explainable-ai