Take a look at Numba for JIT. The primary drawback of Numpy alone is that you pay the memory-to-cache latency for every operation. Numba compiles into C on th

Take a look at Numba for JIT. The primary drawback of Numpy alone is that you pay the memory-to-cache latency for every operation. Numba compiles into C on the fly. It makes Python fast when it matters.