Help with machine learning problem

i want to make a matchmaking engine between a group of buyers and sellers can anyone tell me what algorithm would be suitable for me? i know of gayle-shapley algorithm. also if i want to make self learning so what approaches i could take? data is mostly regarding location,industry and other factors.

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