Feature Management
Get more machine learning projects into production by leveraging a shared library of derived data attributes across your enterprise.
Overview
Build and manage a shareable library of data attributes calculated from both processed and raw data.
These business assets can be exposed and leveraged across the enterprise to help you get more value from your machine learning-enabled business services.
Features
Feature Definition
Create and manage a shared set of specific feature definitions to standardize the interpretation of extracted business value from sources of raw and processed data.
- Discover more relevant signals and context-aware insights by defining and leveraging calculations such as “days since last purchase” or “number of transactions over a period of time.”
- Build definitions once, then share and reuse across all capabilities, use cases, teams, and organizational silos.
Why FICO?
Feature engineering and management has traditionally been a time-intensive step of any analytic process, requiring the expertise of data science teams.
As a result, business users have been unable to explore the possibilities and potential of data directly. FICO’s approach to feature management democratizes the use of these predictive variables across functional teams and business silos. Leverage and reuse a consistent and reliable set of features to drive more intelligent real-time decisioning across use cases and save considerable time and effort getting your predictive models and other machine learning projects into production.
“Our traditional branch apps are still very dense, so we have lots of attributes from a strategy perspective to consider, especially when we incorporate various scoring techniques with AI. A huge problem before FICO is that these derivations couldn’t be recorded. We would compute like three to 400 variables and once they were done, they were gone, and in order for you to determine what happened, we would rely on data scientists and analysts to recreate the strategies.”
Simulation Manager
Related Data Capabilities
Dataflow
External Data Access
Contextual Processing
