How do diverse datasets improve AI performance?
Diverse datasets help AI models learn from a wide range of examples, reducing bias and improving accuracy.
Can you give me an example of a diverse dataset?
Sure! The ImageNet dataset includes millions of images across thousands of categories, representing various demographics.
What are the risks of using non-diverse datasets?
Using non-diverse datasets can lead to biased models that perform poorly on underrepresented groups or scenarios.
How can we ensure our datasets are diverse?
You can ensure diversity by including data from different sources, demographics, and contexts, and regularly auditing your datasets.
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