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gjm comments on Physics grad student: how to build employability in programming & finance - Less Wrong
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Machine learning seems like an excellent thing for the OP to look at, yes. It's (1) potentially useful for a career in software, (2) potentially useful for a career in quantitative finance, (3) potentially useful in scientific research. And also (4) currently trendy, which might be either a good or a bad thing.