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I have a degree in mechanical engineering and 2 years later am a software engineer pivoting into a datascience/dataengineering role after building an nlp produc
by SeanAppleby 8y ago
I have a degree in mechanical engineering and 2 years later am a software engineer pivoting into a datascience/dataengineering role after building an nlp product for our business.
I only have my experience and don't know how repeatable it is, but I just got here by building stuff that I thought was interesting.
Right at the end of college I tried to build a connected hardware/data harvesting startup, and it failed because I was a naive idiot who didn't understand just how hard the financials of building a hardware company were (all of the money up front for manufacturing runs) and how much time I would have to spend on things that I wasn't good at or really interested in, like building out supply chain and design for manufacturing or dealing with radio emission problems.
But over that time I collected a couple of relevant awards (decently sized pitch contests, won at a mlh hackathon I did for fun etc.), built interesting prototypes of the hardware that worked and a web platform that supported it that people thought was interesting and that all worked as a hedge to show that I can at least build interesting things. So when I looked a recruiter came to me with a software engineering job at a startup that I thought was novel and interesting and I ended up taking it.
Once I was there I saw a problem with a lot of labor going into dealing with relations between a bunch of types of texts, so I built a preliminary thing to automate as much of that as possible using relatively basic clustering and putting a person in the loop to collect labels so that I can come back and try something supervised later. The CEO brought on a chief data scientist to help me fix everything that I messed up and build a more scalable deployment pipeline and architecture for datascience microservices and now I work with him.
But yeah, my experience is just that I built things and tried to make sure they worked and were sane, and then just showed people those things to convince them to let me do that for other things I wanted to do. I have a couple friends who did relatively similar things with pretty similar results.