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[SPARK-8517][ML][DOC] Reorganizes the spark.ml user guide
This PR moves pieces of the spark.ml user guide to reflect suggestions in SPARK-8517. It does not introduce new content, as requested. <img width="192" alt="screen shot 2015-12-08 at 11 36 00 am" src="https://cloud.githubusercontent.com/assets/7594753/11666166/e82b84f2-9d9f-11e5-8904-e215424d8444.png"> Author: Timothy Hunter <[email protected]> Closes apache#10207 from thunterdb/spark-8517.
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- text: Feature extraction, transformation, and selection | ||
- text: "Overview: estimators, transformers and pipelines" | ||
url: ml-intro.html | ||
- text: Extracting, transforming and selecting features | ||
url: ml-features.html | ||
- text: Decision trees for classification and regression | ||
url: ml-decision-tree.html | ||
- text: Ensembles | ||
url: ml-ensembles.html | ||
- text: Linear methods with elastic-net regularization | ||
url: ml-linear-methods.html | ||
- text: Multilayer perceptron classifier | ||
url: ml-ann.html | ||
- text: Classification and Regression | ||
url: ml-classification-regression.html | ||
- text: Clustering | ||
url: ml-clustering.html | ||
- text: Advanced topics | ||
url: ml-advanced.html |
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--- | ||
layout: global | ||
title: Advanced topics - spark.ml | ||
displayTitle: Advanced topics | ||
--- | ||
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# Optimization of linear methods | ||
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The optimization algorithm underlying the implementation is called | ||
[Orthant-Wise Limited-memory | ||
QuasiNewton](http://research-srv.microsoft.com/en-us/um/people/jfgao/paper/icml07scalable.pdf) | ||
(OWL-QN). It is an extension of L-BFGS that can effectively handle L1 | ||
regularization and elastic net. |
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