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Work directions (Spain (Испанцы не быстрые - 5 мес от получения оффера до…
Work directions
Spain
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Офер с зарплатой, на которую можно жить в Испании с семьей
только около 5 % компаний будут готовы и смогут заморачиваться с выходцами из стран СНГ. И только в случае, если специалист действительно высококвалифицированный и с хорошим опытом работы.
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Gugger int.
Experimenting a lot
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By experimenting a lot! The fastai library isn’t just a great tool for the beginner, its high flexibility makes it super easy when I want to implement a research article to see if its suggestion results in a significant improvement. The callbacks system or the data block API allow you to do pretty much anything with just a few lines of code.
ML hype
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It’s not necessarily a bad thing in the sense it can bring people to the field that would otherwise have never heard of it.
You have to be careful to make the distinction between people who talk a lot and those who actually do things though.
Show what you can do
fastai contribution
There are plenty of ways! Helping with our documentation is a nice way to really dig into how one part of the library works (or just one function), same for our test coverage.
Another way is it to give us candid feedback if a specific API is too hard to use or doesn’t make sense, as it helps us make the library more accessible.
Don’t be shy! Most PRs merged fix typos, change a tiny bit of code or just add the documentation of one function.
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blog
Explaining things is often the best way to realize you hadn’t fully understood them; you may discover there were tons of small details you hadn’t dug enough into.
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It doesn’t have to be complex new research articles, start with the basics of a model even if you think there are thousands of articles like this already.
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Project
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In my case, it was reproducing superconvergence from Leslie Smith’s paper then the Deep painterly harmonization paper.
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