# Explainability

Explainability is a big challenge in machine learning.

I wrote a [blog post about the ELI5 library](https://brainsteam.co.uk/2022/03/14/painless-explainability-for-text-models-with-eli5/) and how it can be applied to NLP models.

Introducing ML customers to explainability early on can be a great way to build trust. A colleague suggests using [Streamlit](https://streamlit.io/) tools to allow customers to play with models and understand the contribution different features have had to a particular decision.