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| author | sethah <seth.hendrickson16@gmail.com> | 2016-05-27 12:55:48 -0700 |
|---|---|---|
| committer | Joseph K. Bradley <joseph@databricks.com> | 2016-05-27 12:55:48 -0700 |
| commit | c96244f5acd8b335e34694c171bab32d92e6e0fb (patch) | |
| tree | 5d2c2a705c26ac6a8c7da7dcd7831628c1fbdfc8 /docs/ml-advanced.md | |
| parent | a96e4151a9d429cfaf457c07b4ce174890a3b39b (diff) | |
| download | spark-c96244f5acd8b335e34694c171bab32d92e6e0fb.tar.gz spark-c96244f5acd8b335e34694c171bab32d92e6e0fb.tar.bz2 spark-c96244f5acd8b335e34694c171bab32d92e6e0fb.zip | |
[SPARK-15186][ML][DOCS] Add user guide for generalized linear regression
## What changes were proposed in this pull request?
This patch adds a user guide section for generalized linear regression and includes the examples from [#12754](https://github.com/apache/spark/pull/12754).
## How was this patch tested?
Documentation only, no tests required.
## Approach
In general, it is a bit unclear what level of detail ought to be included in the user guide since there is a lot of variability within the current user guide. I tried to give a fairly brief mathematical introduction to GLMs, and cover what types of problems they could be used for. Additionally, I included a brief blurb on the IRLS solver. The input/output columns are given in a table as is found elsewhere in the docs (though, again, these appear rather intermittently in the current docs), as well as a table providing the supported families and their link functions.
Author: sethah <seth.hendrickson16@gmail.com>
Closes #13139 from sethah/SPARK-15186.
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