An intermittent rotating machine for filling capsules with pharmaceutical products is provided. The machine consists of a conveying wheel having a group of pockets distributed according to at least two mutually parallel rows and a feeding device for feeding a capsule into each pocket. The feeding device has a hopper for containing the capsules, at least two rows of extraction channels of the capsules from the hopper, and a plurality of orienting channels adapted to transfer each capsule from the respective extraction channel to the relative pocket. Each oriental channel is provided with at least two respective inlet portions, which are aligned to two extraction channels of two different rows, and are limited by respective bottom walls that are mutually parallel and distinct.