That’s only going to get you so far. Sparsely represented subjects have have an actual reality you’re trying to model. So while yes, you can generate synthetic data to interpolate between the points that have already been sampled, whether those interpolated points have anything to do with the underlying reality is a matter of chance. If you really try to drill down the existing tools into a specialized problem area, it becomes very clear that they lack a sufficiently informed model of the subject to be useful. That’s why I’ve found that ChatGPT is great at the beginning of a project and increasingly irrelevant as you approach the core technical challenges of the project.
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