diff --git a/README.md b/README.md
index dce2398..66b0f5b 100644
--- a/README.md
+++ b/README.md
@@ -107,7 +107,7 @@ IPython Notebook(s) demonstrating scikit-learn functionality.
 
 | Notebook | Description |
 |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| [scikit-learn](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/scikit-learn/scikit-learn.ipynb) | Adds Python support for large, multi-dimensional arrays and matrices, along with a large library of high-level mathematical functions to operate on these arrays. |
+| [scikit-learn-intro](http://nbviewer.ipython.org/github/donnemartin/ipython-data-notebooks/blob/master/scikit-learn/scikit-learn.ipynb) | Intro notebook to scikit-learn.  Scikit-learn adds Python support for large, multi-dimensional arrays and matrices, along with a large library of high-level mathematical functions to operate on these arrays. |
 
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 <p align="center">
diff --git a/scikit-learn/scikit-learn.ipynb b/scikit-learn/scikit-learn-intro.ipynb
similarity index 100%
rename from scikit-learn/scikit-learn.ipynb
rename to scikit-learn/scikit-learn-intro.ipynb