This PR ports high-performance computing (HPC) features from the rustynum library into ndarray, adding comprehensive linear algebra, statistical operations, hyperdimensional computing (HDC), and signal processing capabilities. The implementation uses a pluggable backend architecture with runtime CPU detection (AVX-512 → AVX2 → scalar) for optimal performance across different hardware.#3