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SpaCy PyTorch Transformers
- clmnt 7y agoVery cool!
- 3wolf 7y agoI'm surprised transfer learning via fine-tuning large transformer models hasn't taken off more in the public consciousness a la image recognition models. In my experience, the results can be staggering with very small amounts of training data.
- ipsum2 7y agoGoogle (and I assume most ML providers) offers transfer learning on image models: https://cloud.google.com/vision/automl/docs/ https://cloud.google.com/vision/automl/docs/
- ma2rten 7y agoIt's a very new thing. Pretrained ImageNet models were first released around 2011. Pretrained transformer models have only been released recently. Also, transformers are only useful for short text, not full documents (AFAIK).
- bigmit37 7y agoare transformer models are the text version of imagenet model? The first time I am hearing this term.
- p1esk 7y agoIt has taken off. Pretty much everyone and their grandma has fine tuned gpt-2 to generate all kinds of stuff, even poetry: https://www.gwern.net/GPT-2 https://www.gwern.net/GPT-2
- shiredude95 7y agoAwesome! Cant wait to try this out. Are there any plans in the future to incorporate sentence/word generation?
- syllogism 7y agoThat would be cool, yeah. We haven't had anything like that in spaCy so far, but the results from these models can be very good. I think with a good API it could be very useful.
- arathore 7y agoSpacy also has one of the best documentations that I have come across. I really like the use of Tufte-style notes for code examples. https://spacy.io/api https://spacy.io/api
- jonbaer 7y agoAlso the recent SpaCy IRL talks are well worth watching @ https://www.youtube.com/watch?v=hNPwRPg9BrQ&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc https://www.youtube.com/watch?v=hNPwRPg9BrQ&list=PLBmcuObd5A...
- goldemerald 7y agoThis stuff is great! Will example training files be uploaded for GLUE/SQAUD/etc like on the HuggingFace's implementation?