memset() initializes byte strings to a user supplied value that is restricted to the unsigned char range. It does not allocate any memory.

calloc() allocates memory of any type (char, int, struct) and initializes that storage to zeros.

Both initialize a given storage area [memset() being the more exclusive of the two functions] but only one allocates memory for storage of a particular object type.