chat
expand_more

Modernizing Legacy ML

Upgrading core software without breaking old models.

Michael Warner innovations 13 thumbnail 1x1

What is the item?

  • Upgrade core software to use more modern library versions by utilizing a generic model inference framework

Why is it helpful to our customers?

  • This allows us to continue to deliver excellent efficacy without compromising the time it takes to respond to attacks.

Why is it interesting?

  • Models that were trained long ago are useful because they represent a snapshot of the attack landscape at that time, but they make upgrading libraries nearly impossible since retraining is difficult or impossible.

  • Using ONNX allowed us to use these old models without blocking our library upgrade.