Source link : https://tech365.info/is-your-ai-product-really-working-tips-on-how-to-develop-the-best-metric-system/
In my first stint as a machine studying (ML) product supervisor, a easy query impressed passionate debates throughout features and leaders: How do we all know if this product is definitely working? The product in query that I managed catered to each inner and exterior clients. The mannequin enabled inner groups to determine the highest points confronted by our clients in order that they might prioritize the best set of experiences to repair buyer points. With such a posh internet of interdependencies amongst inner and exterior clients, selecting the best metrics to seize the influence of the product was vital to steer it in direction of success.
Not monitoring whether or not your product is working effectively is like touchdown a aircraft with none directions from air site visitors management. There may be completely no method you can make knowledgeable selections on your buyer with out figuring out what goes proper or flawed. Moreover, if you don’t actively outline the metrics, your workforce will determine their very own back-up metrics. The danger of getting a number of flavors of an ‘accuracy’ or ‘quality’ metric is that everybody will develop their very own model, resulting in a state of affairs the place you may not all be working towards the identical end result.
For instance, after I reviewed my annual objective and the underlying metric with our engineering workforce, the speedy suggestions was: “But this is a business metric, we already track…
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Author : tech365
Publish date : 2025-04-27 20:53:00
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