mlpack is a fabulous project providing countless machine learning algorithms in clean and performant C++ code as a header-only library. This gives both high performance and the ability to run the code in resource-constrained environment such as embedded systems. Bindings to a number of other languages are available, and an examples repo provides examples.
The project also has a mature R package on CRAN which offers the various algorithms directly in R. …