ml-benchmarks
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Benchmarks for various machine learning packages
Those guys are doing some really nice things with Cython + {libsvm, liblinear}
Benchmark script for the proposed Decision Tree enhancement to scikits learn. Note that it only benchmarks classification and not regression.
One step
According to the Joel test, we should be able to make the build in one step. Ideally, we would want the documentation to be updated automatically after running the benchmark...