zintinio5
Joined 10 years ago
Joined 10 years ago
Have you partnered yet with a recruiting company? I personally just went through TripleByte and they could use a few more NYC partners. They do their own pre-selection of candidates to save everyone involved a lot of time. Another good one is FunctionalWorks. Meetups are also pretty good for making organic connections with higher-quality devs. Every time I go to a tech meetup at least 3 or 4 employers are represented and hiring.
Some examples of use-cases: are you searching for "semantically similar", or "near duplicate"? You can compare documents under different metrics and different _representations_. Some representations are: LSA, PLSA, LDA, TF-IDF, and Set representations, along with metrics such as Jaccard Distance, Cosine Distance, Euclidean distance, etc.
Doc2vec is the Word2vec analog for documents.
Hiring is definitely a tough nut to crack. Personal referrals are by far the best source to get solid people quickly, but it's also a finite pool. Recruiters are definitely a mixed bag. I would suggest also sending a representative to a job fair (face-to-face still works!). It sounds like you're doing the best you can besides creating some really unique opportunity.
We had some luck bringing in people interested in functional programming, but ended up having to go heavy on junior devs since that's what's easy to hire for. We had some mid-level and a couple senior people which were hard to come by.
It's going to be a grind no matter how you approach it. All I can suggest is to make a really compelling offer, technologically, financially, or otherwise. Also consider finding older developers interested in part-time or remote work.