Complex sentence: Weight sharing dramatically reduces the number of free parameters learned, thus lowering the memory requirements for running the network and allowing the training of larger, more powerful networks.
Split into simpler sentences: Weight sharing dramatically reduces the number of free parameters learned, thus lowering the memory requirements for running the network. Decreasing the memory footprint allows the training of larger, more powerful networks.