Data Scientists understand that testing and monitoring your data and models is key to ensuring you have robust and fair pipelines in production. However Building the right tests, and debugging them when things go wrong, is complex and time consuming.
Etiq’s software makes this easy by giving you the tools you need to test and Monitor your models for issues such as data errors, data drift, target leakage, data bias and drops in model performance. With Etiq your data and modelling pipelines will be more robust needing less debugging, and ensuring your teams spend less time fixing bugs and more time delivering value from your data.
Interactive Demo
DATA ERRORS
Etiq has automated tests to allow you monitor your data pipelines for multiple data issues that can causes errors. Ensuring your models are built on robust data not incorrect information.
MODEL PERFORMANCE
Validate your models before deployment and monitor them once they are live. Combined with our root cause analysis, you can find exactly what has triggered a problem, and diagnose how to fix it.
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.
DATA BIAS & MODEL FAIRNESS
ML models can discriminate unintentionally, performing better on some groups than others, and posing a risk to your business from a compliance and fairness perspective. This then leads to an underperforming system. With our years of industry experience, Etiq has built out-of-the-box bias tests into our software to mitigate these issues. Combined with our root cause analysis and notebook templates you can deal with those trickier fairness problems.
Rapid Time-to-value
Taking just minutes to install and set-up your first scan, our Etiq python package gets you started quickly. We provide a number of notebook templates demonstrating all our functionality ensuring that you find what you need for your business and provide value at pace. But don't take our word for it. Try it out today!
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
Bringing the insights from your pipelines into your business, Etiq provides multiple dashboards and charts covering each issue type and metric automatically surfacing the most relevant visualisation. We also provide the ability to build custom reports leveraging any combination of charts, so you can meet the individual needs of your business.
Privacy
Our software ensures that none of your data leaves your own environment, just test results. Whether your infrastructue is on-prem or in the cloud, Etiq can work to ensure you can leverage all the capabilities, without having to worry about where it happens.
We are supported by:
