Shell sort is a generalization of insertion sort that improves efficiency by allowing exchanges of elements that are farther apart. It works by making multiple passes through the list with decreasing increments to improve on insertion sort. Radix sort is a non-comparative sorting algorithm that sorts integer keys by grouping them based on the place value of their digits. It has linear time complexity, making it very fast for sorting integers compared to other algorithms. While fast for integers, radix sort requires additional space and only works for integer keys.