Why We Started the AIIA and What It Means for the Rapid Evolution of the Canonical Stack of Machine Learning

Why We Started the AIIA and What It Means for the Rapid Evolution of the Canonical Stack of Machine Learning

by | Jan 7, 2022 | AI Hardware, AutoML, Data Lineage, Data Versioning, Feature Store, Governance, Hyperparameter Optimization, Infrastructure, Labeling, Logging, MLOps, MLOPs Landscape, Monitoring, Production

Just a few years ago, almost nobody was building software to support the surge of new machine learning apps coming into production all over the world.  Every cutting-edge tech company, like Google, Lyft, Microsoft, and Amazon rolled their own AI/ML tech stack from...
What is Data Lineage?

What is Data Lineage?

by | Dec 4, 2020 | Data Lineage, Data Versioning, Pachyderm

What is data lineage? At its most basic it’s the history of your data. It tells us where that data comes from, where it lives and how it’s transformed over time. As AI teams pour over data looking for patterns, or process it and massage it to get it into shape for...