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lines changed Original file line number Diff line number Diff line change @@ -508,7 +508,7 @@ Changelog
508508---------
509509
510510 - New `stochastic gradient
511- <http://scikit-learn.sourceforge.net /modules/sgd.html> `_ descent
511+ <http://scikit-learn.org/stable /modules/sgd.html> `_ descent
512512 module by Peter Prettenhofer. The module comes with complete
513513 documentation and examples.
514514
@@ -639,9 +639,9 @@ Documentation
639639 - Improved documentation for many modules, now separating
640640 narrative documentation from the class reference. As an example,
641641 see `documentation for the SVM module
642- <http://scikit-learn.sourceforge.net /modules/svm.html> `_ and the
642+ <http://scikit-learn.org/stable /modules/svm.html> `_ and the
643643 complete `class reference
644- <http://scikit-learn.sourceforge.net /modules/classes.html> `_.
644+ <http://scikit-learn.org/stable /modules/classes.html> `_.
645645
646646Fixes
647647~~~~~
@@ -663,7 +663,7 @@ Examples
663663 :ref: `example_mlcomp_document_classification.py `
664664
665665 - Many more examaples. `See here
666- <http://scikit-learn.sourceforge.net /auto_examples/index.html> `_
666+ <http://scikit-learn.org/stable /auto_examples/index.html> `_
667667 the full list of examples.
668668
669669
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