These are some examples using the lightning machine learning library.
SGD: Convex Loss Functions¶
Signal recovery by 1D total variation¶
Robust regression¶
Trace norm¶
SAGA: Weighted samples¶
Classification of text documents¶
Sensitivity to hyper-parameters in SVRG¶
Sparse non-linear classification¶
L2 solver comparison¶
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