Disclosed embodiments relate to transposing vectors while loading from memory. In one example, a processor includes a register file, a memory interface, fetch circuitry to fetch an instruction, decode circuitry to decode the fetched instruction having fields to specify an opcode, a destination vector register, and a source vector having N groups of elements, N being a positive integer, the opcode to indicate the processor is to fetch the source vector, generate write data comprising one or more N-tuples, each N-tuple comprising corresponding elements from each of the N groups of elements, and write the write data to the destination vector register, and execution circuitry to execute the decoded instruction as per the opcode, the execution circuitry has a shuffle pipeline disposed between the memory and the register file, the shuffle pipeline to fetch, decode, and execute further instances of the instruction at one instruction per clock cycle.