Tanton has been involved in the tech community for over twenty years and in the machine learning community for most of that time. For the previous five years, Tanton has been managing machine learning infrastructure organizations, supporting the AzureML and ONNX organizations inside of Microsoft and currently as the Senior Director of Machine Learning Infrastructure at LinkedIn. Prior to that, Tanton was involved on the product side supporting the Content Integrity organization at Meta.