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New model to naturally detect depression in conversations

Link: http://news.mit.edu/2018/neural-network-model-detect-depression-conversations-0830

#nlp #audio #dl
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What do you get if you apply Data Science to Boxing ?

Been waiting for a long time to post something like this. Meet: BoxingBot, a robot, which uses #CV and various motion detectors to evade punches. It also can track statistics of hits. This is how #DL and #ML can improve any area of our lives, including such classy and old school, like boxing.
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Efficient multi-lingual language model fine-tuning

Most of the worlds text is not in English. To enable researchers and practitioners to build impactful solutions in their domains, understanding how our NLP architectures fare in many languages needs to be more than an afterthought.
In this post, we introduce our latest paper that studies multilingual text classification and introduces #MultiFiT, a novel method based on #ULMFiT.

MultiFiT, trained on 100 labeled documents in the target language, outperforms multi-lingual BERT. It also outperforms the cutting-edge LASER algorithm-even though LASER requires a corpus of parallel texts, and MultiFiT does not.

Post: http://nlp.fast.ai/classification/2019/09/10/multifit.html
Paper: https://arxiv.org/abs/1909.04761
Tweet: https://twitter.com/seb_ruder/status/1186744388908654597?s=20

#NLP #DL #FineTuning
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