Whether you're building a product or doing research, if you're afraid to get scooped then your idea wasn't important enough to begin with.
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It may not be obvious when you're caught in the rat race, but really impactful ideas are mostly those than no one else is working on.
This is a good heuristic for picking a research topic or a product concept. What enormously important idea is no one working on right now?
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How do you start finding a good pool of research topics to pick from?
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Semi-supervised learning ? Semi-supervised classifier design or clustering for instance.
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fundamental Machine Learning; not those ad-hoc heuristics in deep neural nets: dropout, throw in another layer, convnet etc
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here's another one: pick something you like, are curious about and find fun and don't bother if it's enormously important or not
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In the real world the objective function is what do users want that no one is working on right now?
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