<p>Implemented parallel sgd from  <a href="http://martin.zinkevich.org/publications/nips2010.pdf">http://martin.zinkevich.org/publications/nips2010.pdf</a>. <br>
Please review.</p>

<hr>

<h4>You can view, comment on, or merge this pull request online at:</h4>
<p>&nbsp;&nbsp;<a href='https://github.com/mlpack/mlpack/pull/577'>https://github.com/mlpack/mlpack/pull/577</a></p>

<h4>Commit Summary</h4>
<ul>
  <li>P_SGD</li>
  <li>new config</li>
  <li>Delete sgd_impl_P.cpp</li>
  <li>new test for parallel sgd</li>
  <li>SGD parallel</li>
  <li>Merge branch &#39;master&#39; of https://github.com/ranjan1990/mlpack</li>
</ul>

<h4>File Changes</h4>
<ul>
  <li>
    <strong>M</strong>
    <a href="https://github.com/mlpack/mlpack/pull/577/files#diff-0">src/mlpack/core/optimizers/sgd/CMakeLists.txt</a>
    (2)
  </li>
  <li>
    <strong>A</strong>
    <a href="https://github.com/mlpack/mlpack/pull/577/files#diff-1">src/mlpack/core/optimizers/sgd/sgd_impl_P.cpp</a>
    (137)
  </li>
  <li>
    <strong>M</strong>
    <a href="https://github.com/mlpack/mlpack/pull/577/files#diff-2">src/mlpack/core/optimizers/sgd/test_function.cpp</a>
    (35)
  </li>
  <li>
    <strong>M</strong>
    <a href="https://github.com/mlpack/mlpack/pull/577/files#diff-3">src/mlpack/core/optimizers/sgd/test_function.hpp</a>
    (14)
  </li>
  <li>
    <strong>M</strong>
    <a href="https://github.com/mlpack/mlpack/pull/577/files#diff-4">src/mlpack/tests/sgd_test.cpp</a>
    (37)
  </li>
</ul>

<h4>Patch Links:</h4>
<ul>
  <li><a href='https://github.com/mlpack/mlpack/pull/577.patch'>https://github.com/mlpack/mlpack/pull/577.patch</a></li>
  <li><a href='https://github.com/mlpack/mlpack/pull/577.diff'>https://github.com/mlpack/mlpack/pull/577.diff</a></li>
</ul>

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