The ML research community has long been driven by the need to publish, which results in a stark, sometimes ridiculous bias towards complexity. Remember to ask: "can we do this with k-means and logistic regression?"
Why don't you demonstrate that? It should be easy to do and would be a bunch of great publications if it works!
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