Numba's JIT compiler transforms slow Python loops into native machine code, delivering 100x+ speedups for numerical computation without changing your algorithm. Covers installation, @njit, parallel=True, caching, and a real benchmark you can run yourself — with actual numbers, not marketing estimates.