CompaniON is a first formal attempt to familiarize myself with vector representations of text documents. It has been inspired by the works of Heuer and Karpathy. However, instead of choosing media-related topics (movies and tweets) I picked business data, a subject I feel much more bullish about and better represents my personal interests.

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