@@ -10,7 +10,7 @@ Python training for business analysts and traders.
 ## Overview
 This course is designed to be an introduction to numerical computing and data visualization in Python. It is not designed to be a complete course in Computer Science or programming, but rather a motivational demonstration of how relatively complex topics can be accessible even to those without formal progamming backgrounds.
 
-This training is designed to be conducted in-person. For interested parties, please reach out [via email](mailto:open_source@jpmorgan.com)
+This training is designed to be conducted in-person, led by J.P. Morgan technologists and traders. For interested institutional clients, please reach out [via email](mailto:open_source@jpmorgan.com)
 
 ## Platform Attribution
 This repository relies on the [Binder](https://mybinder.readthedocs.io/en/latest/about.html) project, which is generously funded with grants from the [Moore Foundation](https://www.moore.org/) and the [Google Cloud Platform](https://cloud.google.com/).