razcle

17 ms·

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by razcle 6y ago
Hi NMCA, I'm Raza one of the founders of Humanloop. I totally agree that transfer learning is one of the best strategies for data efficiency and it's pretty common to see people start from large pre-trained models like BERT. Activ
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A better way to build ML: Why you should be using Active Learning(humanloop.com)
136 points by razcle 6y ago|47 comments
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by razcle 6y ago
Humanloop | Infrastructure for AI | Backed by YC and Index | London + Remote Hiring - Software Engineers: full stack and front-end - Machine Learning Engineer (see jobs.humanloop.com for full details) We're a team of ML researchers and
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by razcle 6y ago
Humanloop | Infrastructure for AI | Backed by YC and Index | London + Remote Hiring - Software Engineers: full stack and front-end - Machine Learning Engineer (see jobs.humanloop.com for full details) We're a team of ML researchers and
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by razcle 6y ago
Hi, sorry I missed this is earlier! We're in many ways complementary to weak labelling techniques (like Snorkel) and are actually working to include them in the tool. We think weak labelling is a great way to overcome cold starts and a
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by razcle 6y ago
At the moment we dont support the ability to render the HTML but it is something that has come up before. One of the teams we're speaking to wants to classify blog posts and would like to be able to preserve their formatting. If this i
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by razcle 6y ago
Thanks! Prodigy is a good tool and we definitely were inspired by some of their UX decisions. Reducing each decision to a small atomic unit and avoiding context switching makes a lot of sense. Our starting place is similar to Prodigy in tha
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by razcle 6y ago
The model you train and data you upload are yours to own, unique to you and don't get shared across users or reused for any other tasks so hopefully you shouln't feel too much like your building our IP ;) In terms of deployment op
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by razcle 6y ago
We wrap a lot of popular frameworks and have implementations of most SOTA models. By default we use a multilingual BERT model so it should work out of the box on different languages.
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by razcle 6y ago
Hi, Raza here (one of the other co-founders). Good question! I think our visions are quite different even if our starting points look similar. Scale has always positioned themselves as an API to human labour and their goal is to abstract th