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This is a good paper for anyone interested in how modern Machine Translation works at the level of detail you might get from a well-written text in a college-le
by ageitgey 10y ago
This is a good paper for anyone interested in how modern Machine Translation works at the level of detail you might get from a well-written text in a college-level CS course (which is what I believe this is from). The paper starts with a background on statistical machine translation and then goes through the newer approach of sequence-to-sequence learning for translation, including word replacement and attention mechanisms. It's a good overview.
But if you are looking for a higher-level introduction that covers the same big ideas in ~10 minutes for a more general audience, here's my take: https://medium.com/@ageitgey/machine-learning-is-fun-part-5-language-translation-with-deep-learning-and-the-magic-of-sequences-2ace0acca0aa https://medium.com/@ageitgey/machine-learning-is-fun-part-5-...
- denzil_correa 10y agoThis is one of my favorite general high level introduction to this area. Most people whom I have shared this with understand it even if they do not have deep technical knowledge. Great material!
- rrherr 10y agoAdam, I've been using Machine Learning Is Fun Part 1 at work, to introduce non-technical business leaders to supervised machine learning concepts. Thanks for the great series!