Techniques and apparatus for generating encoded representations of compounds are described. In one embodiment, for example, an apparatus may include at least one memory, and logic coupled to the at least one memory. The logic may be configured receive analytical information associated with at least one compound, generate at least one encoded representation of the at least one compound, the encoded representation comprising at least one segment representing at least one property of the at least one compound using a plurality of symbols. Other embodiments are described.