Hyperlearn is a Python library that re-implements standard machine learning algorithms to be significantly faster and more memory-efficient. It works alongside existing frameworks like scikit-learn and PyTorch, offering optimized versions of regression, TSNE, and other ML methods. The library has been incorporated into NVIDIA RAPIDS and cited in multiple academic papers for its algorithmic contributions.