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I am bookmarking this article, this is pure gold. Also, it seems to me that most of what he says can be distilled into a boilerplate/template structure for any
by OceanKing 7y ago
I am bookmarking this article, this is pure gold.
Also, it seems to me that most of what he says can be distilled into a boilerplate/template structure for any given deep learning framework, from which new projects can be forked - does this already exist?
- hnarayanan 7y agoYes, it’s called http://fast.ai http://fast.ai
- yorwba 7y agoFast.ai is nice, but not "a boilerplate/template structure for any given deep learning framework"
- gojima2 7y agolol, when he wrote >> model = SuperCrossValidator(SuperDuper.fit, your_data, ResNet50, SGDOptimizer) under "Neural net training is a leaky abstraction" my first thought was, this IS fastai's API
- laughingman2 7y agoAllennlp is one such project for NLP. Uses dependency injection to separate out the components driving for maximum re-usability. https://github.com/allenai/allennlp https://github.com/allenai/allennlp