Josiah  Herzog

Josiah Herzog

1598517660

Your Machine Learning Engineers Don’t Need PhDs or Masters Degrees

Asking Machine Learning/AI hires to have fancy degrees is outdated. Here’s why.

Should your machine learning hire have a PhD? Do you need a PhD to work in ML?

I see PhD and Masters degrees listed as requirements in ML job descriptions all the time. The very first Google Jobs result I opened for “Machine Learning Engineer” required:

Ph.D. in Data Science, Machine Learning, Statistics, Operations Research or related field

M.S. in related field with 5+ years experience applying data science techniques to real business problems.

Having a PhD or even Master’s degree is a really unusual ask for software engineers. We don’t expect this of developers working on networking or security or systems architecture or app development. So what makes machine learning so special?

Some might say that ML is uniquely complex and math-y, the domain of scientists rather than software developer hacks (ouch!).

I don’t buy it. ML may be tricky, but so is cryptography and distributed systems and graphics and tons of other topics in Computer Science. Yet we don’t require developers have PhDs to work on those things. I think it’s something else:

We often forget that machine learning is really new for most of us in tech. Just five years ago, my colleagues were still talking about deep learning as a dubious bet. Tools were difficult to use. Beefy hardware designed for ML was hard to get. Model quality was far from where it is today.

As a result, most of us didn’t learn about ML in school. Five years ago, Princeton, my alma matter, offered only around ~3 ML/AI classes. Machine learning was definitely not a “standard” part of your typical Computer Science curriculum, and you could easily graduate without learning much about it. Online resources were scant. Then, when AI suddenly became the new hotness, lots of folks rushed back into Master’s programs to fill the newly-relevant gap in their education.

With a shortage of ML talent, it’s no wonder that if you did want to hire someone with experience in the field, that person would probably be an academic.

#software-development #machine-learning #technology #ai #data-science

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Your Machine Learning Engineers Don’t Need PhDs or Masters Degrees
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