Deepchecks Demo Dashboard - Try It Out Yourself !

Deepchecks Demo Dashboard - Try It Out Yourself !

Did you know - “a dataset without outliers is an outlier”. Over the years I’ve learned that in many real life settings, dirty data is more common than clean data. Should this affect you while you’re building an ML model or system? For sure. That’s part of the reason I think it’s so important to use an ML Validation tool like Deepchecks.

What is the best way to learn something? Of course to try it yourself!

Deepchecks is in fact an open-source package, but our R&D team just created a really cool tool that can help you evaluate how deepchecks can help you, even before you find the time to install the package and run it.

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This tool is basically a demo dashboard which lets you choose a dataset, introduce corruptions to the dataset and then you can see Deepchecks' validation checks in action.

To check out the tool, start here: https://checks-demo.deepchecks.com


Try out the following:

  1. Select a check from the dropdown list (Read about it, of course!)
  2. Select a dataset from the next dropdown list
  3. Under “Check Parameters” you will see a list of parameters relevant to the check you selected earlier. So now, select the column that you want to analyze.
  4. Now you will see an option to add “Corruption” to your data - basically make your data dirty. Based on the chosen column, the type of corruption would vary.
  5. Voila! Now you see the magic. You will see Deepchecks’ checks instantly working on the data and corruption you selected and presenting to you?
  6. Play around with adjusting the values of the parameters, checkout the other checks and other datasets as well.
  7. On the left side, you will see a textual description about how the check is producing results on the data along with graphs and plots.?
  8. On the right side, you will see the code snippet that you can copy and run these checks on python.?
  9. On the right side, you will also see a preview of the data set and you can also download the train and test dataset, if you would like to play around on your own.?

Isn’t it super cool?!

Once you are done playing around on the dashboard, check out the complete set of checks and suites on Deepchecks page: https://docs.deepchecks.com/en/stable/?utm_campaign=/&utm_medium=referral&utm_source=deepchecks.com

To explore all the checks and validation in Deepchecks, go try it out yourself ! Don’t forget to ? their Github repo, it’s really a big deal for open-source-led companies like Deepchecks.

Parmar Smit

Bench Sales Recruiter at RapidCrew Solutions Inc.

2 年

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Varun Madiyal

I help insurers to build digital & data driven solutions | Analytics & Insights | ML & AI | HealthTech & InsureTech | Speaker & Author | Thought Leadership & Mentoring |

2 年

Insightful share Aishwarya Srinivasan

To explore all the checks and validation in Deepchecks, go try it out yourself ! Don’t forget to ? their?Github repo, it’s really a big deal for open-source-led companies like Deepchecks. Github: https://github.com/deepchecks/deepchecks

Rebecca Lewis

Architecture is the solution for social blindspots

2 年

Thanks for the tip! Are tools like this common, which assess the quality of a dataset? Is that reasonably easy to do?

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