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---
layout: global
-title: Spark ML Programming Guide
+title: "Overview: estimators, transformers and pipelines - spark.ml"
+displayTitle: "Overview: estimators, transformers and pipelines - spark.ml"
---
+
`\[
\newcommand{\R}{\mathbb{R}}
\newcommand{\E}{\mathbb{E}}
@@ -32,21 +34,6 @@ See the [algorithm guides](#algorithm-guides) section below for guides on sub-pa
* This will become a table of contents (this text will be scraped).
{:toc}
-# Algorithm guides
-
-We provide several algorithm guides specific to the Pipelines API.
-Several of these algorithms, such as certain feature transformers, are not in the `spark.mllib` API.
-Also, some algorithms have additional capabilities in the `spark.ml` API; e.g., random forests
-provide class probabilities, and linear models provide model summaries.
-
-* [Feature extraction, transformation, and selection](ml-features.html)
-* [Clustering](ml-clustering.html)
-* [Decision Trees for classification and regression](ml-decision-tree.html)
-* [Ensembles](ml-ensembles.html)
-* [Linear methods with elastic net regularization](ml-linear-methods.html)
-* [Multilayer perceptron classifier](ml-ann.html)
-* [Survival Regression](ml-survival-regression.html)
-
# Main concepts in Pipelines