DataRobot Enhances Enterprise AI Platform
June 17, 2020
made enhancements to its enterprise AI platform designed to take
enterprise AI to new heights. These enhancements include a Use Case
Value Tracker, Location AI, Champion/Challenger Models and Humble AI for
MLOps, and Anomaly Detection for Time Series. Details were announced
this morning at DataRobot’s AI Experience Worldwide, a virtual, two-day
event aimed at helping organizations effectively apply AI to enhance
agility, improve customer service and retention, foster innovation, and
bolster overall business performance.
Location AI: Location AI is a patent pending feature that allows users to add geospatial data to their predictive models. This helps predictive models understand the spatial relationships between observations. Knowing the effects of proximity is critical for many prediction problems, and Location AI automates complex and specialized spatial modeling tasks for both novice and expert users.
Humble AI: With Humble AI, users can set specific conditions to trigger in real-time when a model does not have confidence in a prediction. Once a condition for a trigger is met, users can choose to either proceed with the prediction, force the model to make a safe prediction of their choice, or return an error instead. This builds on DataRobot’s existing model monitoring capabilities by allowing customers to put custom guardrails in place, lowering risk and increasing trust for every single prediction.
Champion/Challenger Models for MLOps: Champion/Challenger Models unlock
the ability in DataRobot MLOps to test and compare production models
with alternative models to see which perform the best over time. If a
challenger model beats a user’s current champion, users can hot-swap
models with no service interruption.
“We believe that understanding the business value from your AI investments is a critical gap in the industry -- and one that we are closing with this release,” said Phil Gurbacki, SVP of Product and Customer Experience, DataRobot. “With the only end-to-end enterprise AI platform on the market, we’re the vendor that the largest enterprises in the world trust. The latest innovations, including the Use Case Value Tracker, Location AI, and Humble AI, further underscore our commitment to accelerating a user’s journey from data to value and will help more enterprises harness the power of AI.”