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by bitL 1296 days ago
I agree with you in principle, however it's about perception. For some reason a PhD and even better articles at top conferences are the minimal qualification for great ML jobs. So just having a MS in ML is often insufficient. If you want to start your own company doing ML or work on entry-level ML things, then yes, alternatives are there but if you want to work on important things for a lot of money, non-PhD route is rare. I've only once met a person who dropped out of a PhD at a top 5 university to work on a top-end ML. And unfortunately due to the pace in the industry, not working on a top-end stuff means working with significantly worse models/ideas somebody already used and discarded for something better. I have some private info about what the best ML folks are doing and many techniques even taught at Stanford grad courses are already obsolete (not just architectures, but the whole categories of how certain things are modeled in ML).