If you want to access faster computing regimes that already exist, learn GPU programming or FPGA programming. Both provide extremely large proven speedups over

If you want to access faster computing regimes that already exist, learn GPU programming or FPGA programming. Both provide extremely large proven speedups over CPU programming and you can start learning them now. Worrying about Quantum Computing is, imo, rather premature.