As a data scientist or analyst, sometimes you need to restrict access to models or data Viz dashboards / MI you suspect are no longer used or useful to meeting business needs.

I periodically do this too - "turn-off" reports / dashboards and wait to see who squeals.

1/3

#data #DataScience #dataengineering #dataviz #MI #mlops

You will always learn something from the responses or lack thereof.

If people aren't using it, there's a reason. Maybe you need to make the MI more relevant to a role or process that has evolved (concept drift), maybe you're getting poor or inaccurate results from a changing process / data input schema (data drift), etc.

Or maybe it's simply time to hit SHIFT+DEL.

Every well done dashboard design and deployment life-cycle should also have an 'end-of-life' or 'model retirement' plan

2/3

#AI

Do you ever turn off access to your models / MI and dashboards to see if anyone even notices? 🚫✅

#MLops #dataops #modelmanagement #ML #AI

Y. I retire models when they're no longer used
0%
N. I don't really think about it
0%
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