In the first of two parts in which a general mathematical theory of non-symbolic learning and conditioning is constructed, the sections of the theory dealing with non-symbolic learning and conditioning are presented, and a number of its qualitative implications are compared with available experimental results. In general, the agreement is found to be rather close.