Ameet Talwalkar created SPARK-2997:
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             Summary: Improve documentation for dimensionality reduction
                 Key: SPARK-2997
                 URL: https://issues.apache.org/jira/browse/SPARK-2997
             Project: Spark
          Issue Type: Sub-task
          Components: Documentation
            Reporter: Ameet Talwalkar


Update documentation to include latest functionality, e.g., the types of 
matrices for which we can perform SVD/PCA (documentation currently states that 
we only support tall-skinny matrices, which is not accurate).



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