Methods, apparatus, systems and articles of manufacture to store and access multi-dimensional data are disclosed. An example apparatus includes a memory; a memory allocator to allocate part of the memory for storage of a multi-dimensional data object; and a storage element organizer to: separate the multi-dimensional data into storage elements; store the storage elements in the memory, the stored storage elements being selectively executable; store starting memory address locations for the storage elements in an array in the memory, the array to facilitate selectable access of data of the stored elements; store a pointer for the array into the memory.