diff --git a/website/documentation/users/classification/bankmarketing-example.md b/website/documentation/users/classification/bankmarketing-example.md
index 5394f86e6e..2c02c933c2 100644
--- a/website/documentation/users/classification/bankmarketing-example.md
+++ b/website/documentation/users/classification/bankmarketing-example.md
@@ -3,23 +3,6 @@ layout: default
title:
---
-Notice: Licensed to the Apache Software Foundation (ASF) under one
- or more contributor license agreements. See the NOTICE file
- distributed with this work for additional information
- regarding copyright ownership. The ASF licenses this file
- to you under the Apache License, Version 2.0 (the
- "License"); you may not use this file except in compliance
- with the License. You may obtain a copy of the License at
- .
- http://www.apache.org/licenses/LICENSE-2.0
- .
- Unless required by applicable law or agreed to in writing,
- software distributed under the License is distributed on an
- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- KIND, either express or implied. See the License for the
- specific language governing permissions and limitations
- under the License.
-
#Bank Marketing Example
### Introduction
diff --git a/website/documentation/users/clustering/20newsgroups.md b/website/documentation/users/clustering/20newsgroups.md
index 9429606703..93d62fb7f0 100644
--- a/website/documentation/users/clustering/20newsgroups.md
+++ b/website/documentation/users/clustering/20newsgroups.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: 20Newsgroups
-
-
---
diff --git a/website/documentation/users/clustering/canopy-clustering.md b/website/documentation/users/clustering/canopy-clustering.md
index 007cee2b01..f86cd25a63 100644
--- a/website/documentation/users/clustering/canopy-clustering.md
+++ b/website/documentation/users/clustering/canopy-clustering.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Canopy Clustering
-
-
---
diff --git a/website/documentation/users/clustering/canopy-commandline.md b/website/documentation/users/clustering/canopy-commandline.md
index 32f7d08758..29f393451f 100644
--- a/website/documentation/users/clustering/canopy-commandline.md
+++ b/website/documentation/users/clustering/canopy-commandline.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: canopy-commandline
-
-
---
diff --git a/website/documentation/users/clustering/cluster-dumper.md b/website/documentation/users/clustering/cluster-dumper.md
index 579346bfc9..2fc1d69441 100644
--- a/website/documentation/users/clustering/cluster-dumper.md
+++ b/website/documentation/users/clustering/cluster-dumper.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Cluster Dumper
-
-
---
@@ -119,4 +101,4 @@ and on...
where CL-0 is the Cluster 0 and n=116 refers to the number of points observed by this cluster and c = \[29.922 ...\]
refers to the center of Cluster as a vector and r = \[3.463 ..\] refers to
-the radius of the cluster as a vector.
\ No newline at end of file
+the radius of the cluster as a vector.
diff --git a/website/documentation/users/clustering/clustering-of-synthetic-control-data.md b/website/documentation/users/clustering/clustering-of-synthetic-control-data.md
index 0d8c6458d3..5246e77ffb 100644
--- a/website/documentation/users/clustering/clustering-of-synthetic-control-data.md
+++ b/website/documentation/users/clustering/clustering-of-synthetic-control-data.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Clustering of synthetic control data
-
-
---
# Clustering synthetic control data
diff --git a/website/documentation/users/clustering/clustering-seinfeld-episodes.md b/website/documentation/users/clustering/clustering-seinfeld-episodes.md
index 2a06ee62dd..8c6ea8e361 100644
--- a/website/documentation/users/clustering/clustering-seinfeld-episodes.md
+++ b/website/documentation/users/clustering/clustering-seinfeld-episodes.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Clustering Seinfeld Episodes
-
-
---
Below is short tutorial on how to cluster Seinfeld episode transcripts with
diff --git a/website/documentation/users/clustering/clusteringyourdata.md b/website/documentation/users/clustering/clusteringyourdata.md
index 1c6e2dbdc4..207707a663 100644
--- a/website/documentation/users/clustering/clusteringyourdata.md
+++ b/website/documentation/users/clustering/clusteringyourdata.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: ClusteringYourData
-
-
---
# Clustering your data
diff --git a/website/documentation/users/clustering/expectation-maximization.md b/website/documentation/users/clustering/expectation-maximization.md
index 8371254707..c35399deb6 100644
--- a/website/documentation/users/clustering/expectation-maximization.md
+++ b/website/documentation/users/clustering/expectation-maximization.md
@@ -1,25 +1,8 @@
-
---
layout: default
title: Expectation Maximization
-
-
---
+
# Expectation Maximization
diff --git a/website/documentation/users/clustering/fuzzy-k-means-commandline.md b/website/documentation/users/clustering/fuzzy-k-means-commandline.md
index ea82c87c47..4ee0e1cb5c 100644
--- a/website/documentation/users/clustering/fuzzy-k-means-commandline.md
+++ b/website/documentation/users/clustering/fuzzy-k-means-commandline.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: fuzzy-k-means-commandline
-
-
---
diff --git a/website/documentation/users/clustering/fuzzy-k-means.md b/website/documentation/users/clustering/fuzzy-k-means.md
index b0ab3156ff..e0a4fe5c96 100644
--- a/website/documentation/users/clustering/fuzzy-k-means.md
+++ b/website/documentation/users/clustering/fuzzy-k-means.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Fuzzy K-Means
-
-
---
# Fuzzy K-Means
@@ -199,4 +181,4 @@ Fuzzy k-Means does a fair job handling this data set as well.
#### References
-* [http://en.wikipedia.org/wiki/Fuzzy_clustering](http://en.wikipedia.org/wiki/Fuzzy_clustering)
\ No newline at end of file
+* [http://en.wikipedia.org/wiki/Fuzzy_clustering](http://en.wikipedia.org/wiki/Fuzzy_clustering)
diff --git a/website/documentation/users/clustering/hierarchical-clustering.md b/website/documentation/users/clustering/hierarchical-clustering.md
index 108b2f56c0..58a11cdd93 100644
--- a/website/documentation/users/clustering/hierarchical-clustering.md
+++ b/website/documentation/users/clustering/hierarchical-clustering.md
@@ -1,25 +1,8 @@
-
---
layout: default
title: Hierarchical Clustering
-
-
---
+
Hierarchical clustering is the process or finding bigger clusters, and also
the smaller clusters inside the bigger clusters.
diff --git a/website/documentation/users/clustering/k-means-clustering.md b/website/documentation/users/clustering/k-means-clustering.md
index 206547a66e..46844fbf43 100644
--- a/website/documentation/users/clustering/k-means-clustering.md
+++ b/website/documentation/users/clustering/k-means-clustering.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: K-Means Clustering
-
-
---
# k-Means clustering - basics
@@ -195,4 +177,4 @@ superimposed cluster centers, it does a decent job of clustering this data.
The third image shows the results of running k-Means on a different dataset, which is generated using asymmetrical standard deviations.
K-Means does a fair job handling this data set as well.
-![2d kmeans](../../images/2dKMeans.png)
\ No newline at end of file
+![2d kmeans](../../images/2dKMeans.png)
diff --git a/website/documentation/users/clustering/k-means-commandline.md b/website/documentation/users/clustering/k-means-commandline.md
index 2c76e4f969..6c68932b54 100644
--- a/website/documentation/users/clustering/k-means-commandline.md
+++ b/website/documentation/users/clustering/k-means-commandline.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: k-means-commandline
-
-
---
diff --git a/website/documentation/users/clustering/latent-dirichlet-allocation.md b/website/documentation/users/clustering/latent-dirichlet-allocation.md
index a47d18c181..71af2ebe7d 100644
--- a/website/documentation/users/clustering/latent-dirichlet-allocation.md
+++ b/website/documentation/users/clustering/latent-dirichlet-allocation.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Latent Dirichlet Allocation
-
-
---
diff --git a/website/documentation/users/clustering/lda-commandline.md b/website/documentation/users/clustering/lda-commandline.md
index a7f7782ae1..5629ddcfe9 100644
--- a/website/documentation/users/clustering/lda-commandline.md
+++ b/website/documentation/users/clustering/lda-commandline.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: lda-commandline
-
-
---
diff --git a/website/documentation/users/clustering/llr---log-likelihood-ratio.md b/website/documentation/users/clustering/llr---log-likelihood-ratio.md
index 0fcaf753e6..07bc6d3504 100644
--- a/website/documentation/users/clustering/llr---log-likelihood-ratio.md
+++ b/website/documentation/users/clustering/llr---log-likelihood-ratio.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: LLR - Log-likelihood Ratio
-
-
---
# Likelihood ratio test
@@ -59,4 +41,4 @@ number of training examples and where features are highly interdependent.
* [G-Test](http://en.wikipedia.org/wiki/G-test)
* [Likelihood Ratio Test](http://en.wikipedia.org/wiki/Likelihood-ratio_test)
-
\ No newline at end of file
+
diff --git a/website/documentation/users/clustering/spectral-clustering.md b/website/documentation/users/clustering/spectral-clustering.md
index eb942d9ea2..67e57ec0a5 100644
--- a/website/documentation/users/clustering/spectral-clustering.md
+++ b/website/documentation/users/clustering/spectral-clustering.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Spectral Clustering
-
-
---
# Spectral Clustering Overview
@@ -97,4 +79,4 @@ The call signature with this matrix could be as follows:
-k 2 \
-x 10
-There are many other optional arguments, in particular for tweaking the SSVD process (block size, number of power iterations, etc) and the k-means clustering step (distance measure, convergence delta, etc).
\ No newline at end of file
+There are many other optional arguments, in particular for tweaking the SSVD process (block size, number of power iterations, etc) and the k-means clustering step (distance measure, convergence delta, etc).
diff --git a/website/documentation/users/clustering/streaming-k-means.md b/website/documentation/users/clustering/streaming-k-means.md
index d786e1ec08..9c93279700 100644
--- a/website/documentation/users/clustering/streaming-k-means.md
+++ b/website/documentation/users/clustering/streaming-k-means.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Spectral Clustering
-
-
---
# *StreamingKMeans* algorithm
diff --git a/website/documentation/users/clustering/viewing-result.md b/website/documentation/users/clustering/viewing-result.md
index d9fed88f99..920fcff3ab 100644
--- a/website/documentation/users/clustering/viewing-result.md
+++ b/website/documentation/users/clustering/viewing-result.md
@@ -1,25 +1,8 @@
-
---
layout: default
title: Viewing Result
-
-
---
+
* [Algorithm Viewing pages](#ViewingResult-AlgorithmViewingpages)
There are various technologies available to view the output of Mahout
diff --git a/website/documentation/users/clustering/viewing-results.md b/website/documentation/users/clustering/viewing-results.md
index 1da5ee9f6e..814ca26c5e 100644
--- a/website/documentation/users/clustering/viewing-results.md
+++ b/website/documentation/users/clustering/viewing-results.md
@@ -1,25 +1,8 @@
-
---
layout: default
title: Viewing Results
-
-
---
+
# Intro
diff --git a/website/documentation/users/clustering/visualizing-sample-clusters.md b/website/documentation/users/clustering/visualizing-sample-clusters.md
index 33c0926f5d..d89bc323ce 100644
--- a/website/documentation/users/clustering/visualizing-sample-clusters.md
+++ b/website/documentation/users/clustering/visualizing-sample-clusters.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Visualizing Sample Clusters
-
-
---
@@ -63,4 +45,4 @@ Note that some of these programs display the sample points and then superimpose
bold red and the previous several are colored (orange, yellow, green, blue,
magenta) in order after which all earlier clusters are in light grey. This
helps to visualize how the clusters converge upon a solution over multiple
-iterations.
\ No newline at end of file
+iterations.
diff --git a/website/documentation/users/dim-reduction/dimensional-reduction.md b/website/documentation/users/dim-reduction/dimensional-reduction.md
index 22d8778e1b..7509aafdc4 100644
--- a/website/documentation/users/dim-reduction/dimensional-reduction.md
+++ b/website/documentation/users/dim-reduction/dimensional-reduction.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Dimensional Reduction
-
-
---
# Support for dimensional reduction
diff --git a/website/documentation/users/dim-reduction/ssvd.md b/website/documentation/users/dim-reduction/ssvd.md
index b241185340..1c8f82ee74 100644
--- a/website/documentation/users/dim-reduction/ssvd.md
+++ b/website/documentation/users/dim-reduction/ssvd.md
@@ -1,19 +1,3 @@
-
---
layout: default
title: Stochastic SVD
diff --git a/website/documentation/users/environment/classify-a-doc-from-the-shell.md b/website/documentation/users/environment/classify-a-doc-from-the-shell.md
index e4bae3d984..ade50ae0c9 100644
--- a/website/documentation/users/environment/classify-a-doc-from-the-shell.md
+++ b/website/documentation/users/environment/classify-a-doc-from-the-shell.md
@@ -1,24 +1,6 @@
-
---
layout: default
title:
-
-
---
#Building a text classifier in Mahout's Spark Shell
@@ -271,4 +253,4 @@ And retrieve it with:
val model = NBModel.dfsRead("/path/to/model")
-The trained model can now be embedded in an external application.
\ No newline at end of file
+The trained model can now be embedded in an external application.
diff --git a/website/documentation/users/environment/h2o-internals.md b/website/documentation/users/environment/h2o-internals.md
index 6bc4c9378b..2fb8da895f 100644
--- a/website/documentation/users/environment/h2o-internals.md
+++ b/website/documentation/users/environment/h2o-internals.md
@@ -1,24 +1,6 @@
-
---
layout: default
title:
-
-
---
# Introduction
@@ -64,4 +46,4 @@ Within mahout.git, the top level directory, `h2o/` holds all the source code rel
h2o/src/main/scala/org/apache/mahout/h2obindings/H2OEngine.scala - DSL operator graph evaluator and various abstract API implementations for a distributed engine
- h2o/src/main/scala/org/apache/mahout/h2obindings/* - Various abstract API implementations ("glue work")
\ No newline at end of file
+ h2o/src/main/scala/org/apache/mahout/h2obindings/* - Various abstract API implementations ("glue work")
diff --git a/website/documentation/users/environment/how-to-build-an-app.md b/website/documentation/users/environment/how-to-build-an-app.md
index 661a28258b..3883a862b3 100644
--- a/website/documentation/users/environment/how-to-build-an-app.md
+++ b/website/documentation/users/environment/how-to-build-an-app.md
@@ -1,24 +1,6 @@
-
---
layout: default
title:
-
-
---
# How to create and App using Mahout
diff --git a/website/documentation/users/environment/in-core-reference.md b/website/documentation/users/environment/in-core-reference.md
index a565d90961..1003fe5295 100644
--- a/website/documentation/users/environment/in-core-reference.md
+++ b/website/documentation/users/environment/in-core-reference.md
@@ -1,24 +1,6 @@
-
---
layout: default
title:
-
-
---
## Mahout-Samsara's In-Core Linear Algebra DSL Reference
diff --git a/website/documentation/users/environment/out-of-core-reference.md b/website/documentation/users/environment/out-of-core-reference.md
index 586d6e5d20..f3f82a4cbe 100644
--- a/website/documentation/users/environment/out-of-core-reference.md
+++ b/website/documentation/users/environment/out-of-core-reference.md
@@ -1,24 +1,6 @@
-
---
layout: default
title:
-
-
---
# Mahout-Samsara's Distributed Linear Algebra DSL Reference
diff --git a/website/documentation/users/environment/spark-internals.md b/website/documentation/users/environment/spark-internals.md
index e17ace5249..357779f435 100644
--- a/website/documentation/users/environment/spark-internals.md
+++ b/website/documentation/users/environment/spark-internals.md
@@ -1,24 +1,6 @@
-
---
layout: default
title:
-
-
---
# Introduction
diff --git a/website/documentation/users/flinkbindings/flink-internals.md b/website/documentation/users/flinkbindings/flink-internals.md
index 4b36eb329f..537a146a4f 100644
--- a/website/documentation/users/flinkbindings/flink-internals.md
+++ b/website/documentation/users/flinkbindings/flink-internals.md
@@ -1,24 +1,6 @@
-
---
layout: default
title:
-
-
---
#Introduction
diff --git a/website/documentation/users/flinkbindings/playing-with-samsara-flink.md b/website/documentation/users/flinkbindings/playing-with-samsara-flink.md
index 2df4978f03..fc118933ae 100644
--- a/website/documentation/users/flinkbindings/playing-with-samsara-flink.md
+++ b/website/documentation/users/flinkbindings/playing-with-samsara-flink.md
@@ -1,24 +1,6 @@
-
---
layout: default
title:
-
-
---
## Getting Started
@@ -124,4 +106,4 @@ When using mahout, please import the following modules:
* `mahout-math`
* `mahout-math-scala`
* `mahout-flink_2.10`
-*
\ No newline at end of file
+*
diff --git a/website/documentation/users/misc/mr---map-reduce.md b/website/documentation/users/misc/mr---map-reduce.md
index f565a46976..b58c5af7d5 100644
--- a/website/documentation/users/misc/mr---map-reduce.md
+++ b/website/documentation/users/misc/mr---map-reduce.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: MR - Map Reduce
-
-
---
{excerpt}MapReduce is a framework for processing huge datasets on certain
diff --git a/website/documentation/users/misc/parallel-frequent-pattern-mining.md b/website/documentation/users/misc/parallel-frequent-pattern-mining.md
index 9c9771205e..094137e66a 100644
--- a/website/documentation/users/misc/parallel-frequent-pattern-mining.md
+++ b/website/documentation/users/misc/parallel-frequent-pattern-mining.md
@@ -1,25 +1,8 @@
-
---
layout: default
title: Parallel Frequent Pattern Mining
-
-
---
+
Mahout has a Top K Parallel FPGrowth Implementation. Its based on the paper [http://infolab.stanford.edu/~echang/recsys08-69.pdf](http://infolab.stanford.edu/~echang/recsys08-69.pdf)
with some optimisations in mining the data.
diff --git a/website/documentation/users/misc/perceptron-and-winnow.md b/website/documentation/users/misc/perceptron-and-winnow.md
index 519c66f21c..e16a85148f 100644
--- a/website/documentation/users/misc/perceptron-and-winnow.md
+++ b/website/documentation/users/misc/perceptron-and-winnow.md
@@ -1,25 +1,8 @@
-
---
layout: default
title: Perceptron and Winnow
-
-
---
+
# Classification with Perceptron or Winnow
diff --git a/website/documentation/users/misc/testing.md b/website/documentation/users/misc/testing.md
index 04ba122c56..0ec1f136d8 100644
--- a/website/documentation/users/misc/testing.md
+++ b/website/documentation/users/misc/testing.md
@@ -1,25 +1,8 @@
-
---
layout: default
title: Testing
-
-
---
+
# Intro
diff --git a/website/documentation/users/misc/using-mahout-with-python-via-jpype.md b/website/documentation/users/misc/using-mahout-with-python-via-jpype.md
index f45fe5b30d..897dd93aad 100644
--- a/website/documentation/users/misc/using-mahout-with-python-via-jpype.md
+++ b/website/documentation/users/misc/using-mahout-with-python-via-jpype.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Using Mahout with Python via JPype
-
-
---
diff --git a/website/documentation/users/recommender/intro-als-hadoop.md b/website/documentation/users/recommender/intro-als-hadoop.md
index a2e35ed548..95009ae6ac 100644
--- a/website/documentation/users/recommender/intro-als-hadoop.md
+++ b/website/documentation/users/recommender/intro-als-hadoop.md
@@ -1,24 +1,6 @@
-
---
layout: default
-title: Perceptron and Winnow
-
-
+title: Introduction to ALS Recommendations with Hadoop
---
# Introduction to ALS Recommendations with Hadoop
diff --git a/website/documentation/users/recommender/intro-cooccurrence-spark.md b/website/documentation/users/recommender/intro-cooccurrence-spark.md
index b60681fcac..664a40b909 100644
--- a/website/documentation/users/recommender/intro-cooccurrence-spark.md
+++ b/website/documentation/users/recommender/intro-cooccurrence-spark.md
@@ -1,24 +1,6 @@
-
---
layout: doc-page
title: Building a Mahout Recommender
-
-
---
# Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI
diff --git a/website/documentation/users/recommender/intro-itembased-hadoop.md b/website/documentation/users/recommender/intro-itembased-hadoop.md
index b66a0248cf..ed102c0b5a 100644
--- a/website/documentation/users/recommender/intro-itembased-hadoop.md
+++ b/website/documentation/users/recommender/intro-itembased-hadoop.md
@@ -1,25 +1,8 @@
-
---
layout: default
-title: Perceptron and Winnow
-
-
+title: Introduction to Item-Based Recommendations with Hadoop
---
+
# Introduction to Item-Based Recommendations with Hadoop
##Overview
diff --git a/website/documentation/users/recommender/matrix-factorization.md b/website/documentation/users/recommender/matrix-factorization.md
index 13d119f446..3d76986de5 100644
--- a/website/documentation/users/recommender/matrix-factorization.md
+++ b/website/documentation/users/recommender/matrix-factorization.md
@@ -1,25 +1,8 @@
-
---
layout: default
-title: Perceptron and Winnow
-
-
+title: Introduction to Matrix Factorization for Recommendation Mining
---
+
# Introduction to Matrix Factorization for Recommendation Mining
diff --git a/website/documentation/users/recommender/quickstart.md b/website/documentation/users/recommender/quickstart.md
index dc0a77def6..4edabb942b 100644
--- a/website/documentation/users/recommender/quickstart.md
+++ b/website/documentation/users/recommender/quickstart.md
@@ -1,24 +1,6 @@
-
---
layout: doc-page
title: Recommender Overview
-
-
---
diff --git a/website/documentation/users/recommender/recommender-documentation.md b/website/documentation/users/recommender/recommender-documentation.md
index 9b2eab88b7..808bd8d732 100644
--- a/website/documentation/users/recommender/recommender-documentation.md
+++ b/website/documentation/users/recommender/recommender-documentation.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Recommender Documentation
-
-
---
@@ -290,4 +272,4 @@ Cooperative Work (CSCW 1994), pp. 175-186, 1994.
J.L. Herlocker, J.A. Konstan, A. Borchers and J. Riedl, "[An algorithmic framework for performing collaborative filtering](http://www.grouplens.org/papers/pdf/algs.pdf)
" in Proceedings of the 22nd annual international ACM SIGIR Conference on
Research and Development in Information Retrieval (SIGIR 99), pp. 230-237,
-1999.
\ No newline at end of file
+1999.
diff --git a/website/documentation/users/recommender/recommender-first-timer-faq.md b/website/documentation/users/recommender/recommender-first-timer-faq.md
index 837fc962e6..d4a86bc8f4 100644
--- a/website/documentation/users/recommender/recommender-first-timer-faq.md
+++ b/website/documentation/users/recommender/recommender-first-timer-faq.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Recommender First-Timer FAQ
-
-
---
# Recommender First Timer Dos and Don'ts
@@ -67,4 +49,4 @@ top a ReloadFromJDBCDataModel.
This should give a reasonable starter system which responds fast. The
nature of the system is that new data comes in from the file or database
-only periodically -- perhaps on the order of minutes.
\ No newline at end of file
+only periodically -- perhaps on the order of minutes.
diff --git a/website/documentation/users/recommender/userbased-5-minutes.md b/website/documentation/users/recommender/userbased-5-minutes.md
index 13260ab37d..32132ef9c7 100644
--- a/website/documentation/users/recommender/userbased-5-minutes.md
+++ b/website/documentation/users/recommender/userbased-5-minutes.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: User Based Recommender in 5 Minutes
-
-
---
# Creating a User-Based Recommender in 5 minutes
diff --git a/website/documentation/users/sparkbindings/faq.md b/website/documentation/users/sparkbindings/faq.md
index cddc6b239a..3f6f5fad90 100644
--- a/website/documentation/users/sparkbindings/faq.md
+++ b/website/documentation/users/sparkbindings/faq.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: FAQ
-
-
---
# FAQ for using Mahout with Spark
diff --git a/website/documentation/users/sparkbindings/home.md b/website/documentation/users/sparkbindings/home.md
index 8d78a06d88..c56650a57e 100644
--- a/website/documentation/users/sparkbindings/home.md
+++ b/website/documentation/users/sparkbindings/home.md
@@ -1,24 +1,6 @@
-
---
layout: default
title: Spark Bindings
-
-
---
# Scala & Spark Bindings:
@@ -114,4 +96,4 @@ Spark, Flink and H20.
-
\ No newline at end of file
+
diff --git a/website/documentation/users/sparkbindings/play-with-shell.md b/website/documentation/users/sparkbindings/play-with-shell.md
index 527ca9fa7b..f65953292c 100644
--- a/website/documentation/users/sparkbindings/play-with-shell.md
+++ b/website/documentation/users/sparkbindings/play-with-shell.md
@@ -1,25 +1,8 @@
-
---
layout: default
title: Perceptron and Winnow
-
-
---
+
# Playing with Mahout's Spark Shell
This tutorial will show you how to play with Mahout's scala DSL for linear algebra and its Spark shell. **Please keep in mind that this code is still in a very early experimental stage**.
@@ -212,4 +195,4 @@ goodness
-Liked what you saw? Checkout Mahout's overview for the [Scala and Spark bindings](https://mahout.apache.org/users/sparkbindings/home.html).
\ No newline at end of file
+Liked what you saw? Checkout Mahout's overview for the [Scala and Spark bindings](https://mahout.apache.org/users/sparkbindings/home.html).