"Before Pachyderm, when we had to change our original dataset to something significantly larger it was highly disruptive; we basically had to start over again. With Pachyderm that would have been a simple transition. That’s a lightbulb moment for a data scientist."
"Historically, we weren’t very efficient. Developing with any velocity was challenging, everything was ad hoc. Pachyderm allowed us to build a repeatable lab environment that made it much easier to get new models into production."
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.
Iguazio brings data science to life, with a platform for enterprises to automate MLOps and cut the time to impact of AI projects. With the Iguazio MLOps Platform, data science teams can collaborate together in one place to develop AI models at scale and in real time, deploy them anywhere (multi-cloud, on-prem or edge), and manage them in production.
Neptune.ai is an experiment tracking hub bringing organization and collaboration to data science projects. Neptune records your entire experimentation process - exploratory notebooks, model training runs, code, hyperparameters, metrics, data versions, results, exploration visualizations, and more. Everything is stored and backed-up in an organized knowledge repository, ready to be accessed, analyzed, shared, and discussed with your team. No matter what type of problems you are working on, Neptune fits them all, from evaluating credit risk to finding the nuclei in divergent images.