"We predict what processing choices a human audio engineer would make and model this mastering process in the neural network. We can use, for instance, adversarial training to learn to mimic human mastering results."
"If the user doesn’t edit the track after it has been processed by our mastering engine, it’s a pretty clear sign to us that we’ve succeeded. On the other hand, if everyone adjusts the warmth of a jazz track, for example, it’s a clear indication that we need to train the model again to understand the users better."

Arize AI is a machine learning observability platform to help unpack the proverbial AI black box. Their solutions provide ML teams the tools they need to understand whether their models are performing as expected in production and quickly get to the cause behind issues that emerge.
Pachyderm is an open source data science platform that combines Data Lineage with End-to-End Pipelines on Kubernetes, engineered for the enterprise. And It’s open source. Pachyderm is an enterprise-grade, open source data science platform that makes explainable, repeatable, and scalable ML/AI a reality. Their platform brings together version control for data with the tools to build scalable end-to-end ML/AI pipelines while empowering users to use any language, framework, or tool they want. What makes Pachyderm a natural choice for data science teams is that they can iterate quickly and know that everything is tracked and 100% reproducible.
Provectus is an Artificial Intelligence consultancy and solutions provider, helping businesses achieve their objectives through AI. are recognized by industry think tanks a leading provider of AI solutions in specific business domains, driven by sophisticated IT service management and tech innovation. Provectus is a value driver and a trusted partner for clients and employees.











