Recently, I came to know about the tool called giskard while moving through some good companies and their projects. Giskard seems a great initiative towards visualisation of model metrics and direct impact of real-time values
What is Giskard?
Giskard lets you instantly see your model's prediction for a given set of feature values. You can set the values directly in Giskard and see the prediction change.
Want to ensure your model is right? Giskard enables you to turn your business feedback into actionable tests. Create in a few clicks automatic tests and execute them in your CI/CD pipeline each time, you create a new version of your model.
And of course, Giskard works with any model, and any environment and integrates seamlessly with your favourite tools
What it provides?
Choose the data to test
See prediction in real-time
Have a look at your data
Deploy your tests in your CI/CD pipeline
Run your own testsuites
Conclusion
Finally, Giskard streamlines the process of verifying, analysing, and deploying AI models by delivering an all-in-one quality assurance solution. Giskard's user-friendly interface, collaboration features, and seamless integration enable organisations to confidently design and operate powerful AI systems. Businesses may accelerate efficiency, improve decision-making, and offer high-quality AI solutions by exploiting Giskard's sophisticated features in today's fast expanding technological ecosystem.
NOTE :) It run smoothly on Docker
Checkout Giskard here: https://docs.giskard.ai/start/