Blog

Get to know the team behind the Enterprise AI Lab!
Our data scientists publish about their latest projects
(in and out of the Lab) in Data from the Trenches.

I Can’t Believe It’s Not Better — Active Learning Flavor

This is the story of a research project that didn’t quite make it. As every research project, it started with what seemed like a good and...

Jun 10, 2021 / Read More

Causal Inference on Observational Data: It's All About the Assumptions

Previously, we showed that uplift modeling, a causal inference success story for businesses, can outperform more conventional churn model...

Jun 03, 2021 / Read More

Enterprise Causal Inference: Beyond Churn Modeling

As machine learning practitioners, we often want to investigate what-if scenarios from our newly trained ML models. For example (and perh...

Apr 28, 2021 / Read More

The Potential for Using Deep Learning to Improve Local Weather Forecasts

ALMA, the Atacama Large Millimeter /submillimeter Array, is currently the largest radio telescope in the world. The observatory is the re...

Mar 18, 2021 / Read More

Deploying ML Models for Edge Computing on Drones

In this post, we will detail how we designed and trained a single shot detector (SSD) model that allows unmanned aerial vehicles powered ...

Mar 10, 2021 / Read More

Why Is My Data Drifting?

Machine learning (ML) models deployed in production are usually paired with systems to monitor possible dataset drift. MLOps systems are ...