Data Management for MLflow

Data provenance, data versioning, and time-based data selection through unique snapshot technologies.

InfinSnap

Fine grained snapshot technology for a given time frame. Patent Pending.
A cloud-scale, efficient, zero copy implementation. 

Data Provenance

See the exact data used for training and inferencing.

Data Versioning

Automatically track every version of data used in ML.

InfinSlice

Fine grained snapshot technology for a given point in time. Patent Pending.
A cloud-scale, enriched access API. 

Time Based Data Selection

What new data was acquired?
What was the data acquired in any time interval in the past?

Micro Batching

Each batch is fed to ICE, where it will be used for inferencing or retraining.