Questions tagged [zero-shot-learning]

4 questions
4
votes
1 answer

Zero-shot learning for tabular data?

Can anyone point me to methods for zero-shot learning on tabular data? There is some very cool work being done for zero-shot learning on images and text, but I'm struggling to find work being done to extend these techniques to tabular data.
3
votes
0 answers

What is zero-shot vs one-short vs few-shot learning?

Are there any papers/research work that deals with generalizing the matrix of how the *-shot(s) learning are defined? There's a wide variety of papers that titled themselves as *-shot(s) learning, with some variants of how *-shots are defined,…
0
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1 answer

Fine-tune zero-shot classification model multi-label

I started a small project where I am trying to fine-tune a zero-shot classification model on a proprietary dataset. I was thinking to use the NLI approach, building contradiction and entailment statements for each of my sentences/labels pairs. I…
0
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1 answer

Which Python lib to use for classify data without training any model?

I want to classify data without training any model (nor using neural networks?), Should I use scikit-learn or scipy? There are also others like pytorch or keras that also have the classify method. Which one to choose and why?