The Apres platform simplifies ML optimization without compromising performance.
Combine every bit of data that goes into ML decision-making, from batch data sources like Amazon S3 and Azure Blobs, to streaming and model data sources. Apres executes on-the-fly transformations and makes sure your team has the insights and features it needs to win.
Linking and labeling data is just the beginning. The Apres Knowledge Graph offers a multi-dimensional view of how your data impacts decision-making.
Automate actions based on the newly identified relationships to drive more meaningful outcomes. Version-control new actions and their features and monitor their impact over time.
Define features in human-readable ways that lend more interpretability to the end-decision. Produce training sets that your team can execute in their preferred environment. Serve features to production in a way that's compliant.
Automatic reports go beyond first-generation explainability to help your team understand the context of model behavior.
Give your organization a single source of truth for all model decisions. Navigate compliance with ease, thanks to version-controlled explanations and reporting. Ensure your team understands every action, every time.
Generate meaningful interpretations that help your team take the best next action. This goes way beyond traditional reporting.
With Apres, your entire team can help shape model decision making.
Experts can share their insights into the data at any point, with tools that augment understanding at every level of data. From rows, to columns, to data points and findings, everyone on your team can share learnings that could impact model results.
We make it easy to collaborate across teams, create new reports, and remix model findings to spread unique, valuable insights across your organization.
Monitor changes at every step of their lifecycle. Validate ingested data and its transformations and track every manipulation through time to replay results whenever you want.
Everything you need deploy better decisions with confidence.
Every account is a single-tenant instance, ensuring your data never leaves your account. Control access to individual features with Access Control and on-premises deployments available upon request.
Support hundreds of models, thousands of features, and millions of predictions. Start small and Apres will scale with you.