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" ... Content understanding showcases both deep learning’s greatest strengths and its greatest weaknesses. Today’s algorithms are light years ahead of where they were just a decade ago, yet at the same time, they struggle immensely to cope with the complexities of human discourse. Machines still see imagery largely through the lens of metadata subject tags applied through classifiers, while textual posts are understood through similar classification or simple embeddings. ... "
" ... Spectrum Labs’ contextual AI is built around custom word embeddings. The assumption is that a given user will speak differently on different verticals of a platform. This user’s baseline normal conversation on gaming apps will differ from their behavior on dating apps. This is all due to the context of the content they are creating on the specific platform. ... "