Data scientists and engineers know that it's hard to validate and test data pipelines and models during development and in production. Monitoring and investigating issues is complex and time consuming. Etiq is here to help.
Etiq provides you the tools you need to test and monitor your data and models for issues like performance, drift, data issues, leakage and bias. With Etiq you will get fewer failures in your data and model pipelines, shorter debugging time, all while your team spends less time writing tests and setting-up monitors.
Interactive Demo
DATA ISSUES
Etiq has automated tests to allow you test and monitor your data pipelines for multiple data issues that can causes errors, or feed your feature stores incorrect information.
PERFORMANCE
Validate your models before deploying them and monitor them once they are live. With our root cause analysis functionality, find exactly what has triggered the issue.
DRIFT
Your data and the world will change. The relationships that are the bases for your model will change. Configurable drift tests and monitors, data drift and concept drift with five out-of-the box metrics types, custom tests and root cause analysis.
BIAS & FAIRNESS
ML models can discriminate unintentionally, performing better on some groups than others, and therefore pose a compliance risk This can then lead to an underperforming system. Etiq has out-of-the-box bias tests built based on years of industry experience with root cause analyses and notebooktemplates for trickier fairness topics.
Time-to-value
Taking just 15 minutes to install and set-up your first scan our demo notebook templates provide functionality for different model types. But don't take our word for it. Try it out today with NO HASSLE: no sales calls, no demo calls, and no credit card info required.
Deployment
Install Etiq locally with our python package on PyPi and a one-click deployment on AWS Marketplace. If you have a different cloud set-up? We'll ship you a container. To try it out: use our SaaS instance for effective due diligence on our software.
Documented by default
We know documentation is a pain. All the snapshots and scans are documented by default in a config file.
Dashboard
Annoying to build from scratch but still relevant for everyone in the business. Etiq has you covered. Providing Multiple chart types for each issue type and metric, our dashboard automatically surfaces the relevant visualisation for each issue. You can also build a custom report with our point and click functionality with any combination of charts you need.
Privacy
No data, no problem. Our commercial software is stored on your own cloud instance or on premises. Our SaaS instance does not store any of your data, just test results.
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