scm2cpp-learn: 44 scikit-learn estimators, same results, up to ~1000x faster

Automated excerpt

I'd like to share an open source (MIT) project I've been working on: scm2cpp-learn, drop-in replacements for scikit-learn estimators. 44 scikit-learn estimators (Lasso, LogisticRegression, RFE, PCA, SVM, ...) implementing the same algorithms with the same results — coefficients agree to rounding error 1.5x to ~1000x faster (e.g. RFE 1,047x; MultiTaskElasticNetCV ~100x on a single core) Speed-up over scikit-learn 1.9 on one core (i9-10900X); GPU rows on an RTX 4090. Times against scikit-learn 1.9); the conditions are in the section named on the right.

Selected automatically from source text; not independently written or fact-checked. Read the original for full context.