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How machine learning creates new professions — and problems

It is not often that a new profession springs up almost overnight.

It is also unusual for many of the people who find their way into this new field to do it without the formal training provided by the normal institutions of higher education.

Machine learning, as well as the allied field of data science, is developing in a way that looks unlike most other professional career paths that preceded it. It represents both one of the most promising employment opportunities of the next few years and a model for how people entering the workforce today adapt to changes in employment demands in future.

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