This is an automated email from the ASF dual-hosted git repository.
akm pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/mahout.git
The following commit(s) were added to refs/heads/main by this push:
new 8e5495cd9 Removed ASF header from remaining broken doc pages
8e5495cd9 is described below
commit 8e5495cd96483012c03d9950eda7c33ad1f522c9
Author: Andrew Musselman <[email protected]>
AuthorDate: Sun Feb 18 17:27:09 2024 -0800
Removed ASF header from remaining broken doc pages
---
.../users/classification/bankmarketing-example.md | 17 -----------------
.../documentation/users/clustering/20newsgroups.md | 18 ------------------
.../users/clustering/canopy-clustering.md | 18 ------------------
.../users/clustering/canopy-commandline.md | 18 ------------------
.../users/clustering/cluster-dumper.md | 20 +-------------------
.../clustering-of-synthetic-control-data.md | 18 ------------------
.../clustering/clustering-seinfeld-episodes.md | 18 ------------------
.../users/clustering/clusteringyourdata.md | 18 ------------------
.../users/clustering/expectation-maximization.md | 19 +------------------
.../users/clustering/fuzzy-k-means-commandline.md | 18 ------------------
.../documentation/users/clustering/fuzzy-k-means.md | 20 +-------------------
.../users/clustering/hierarchical-clustering.md | 19 +------------------
.../users/clustering/k-means-clustering.md | 20 +-------------------
.../users/clustering/k-means-commandline.md | 18 ------------------
.../users/clustering/latent-dirichlet-allocation.md | 18 ------------------
.../users/clustering/lda-commandline.md | 18 ------------------
.../users/clustering/llr---log-likelihood-ratio.md | 20 +-------------------
.../users/clustering/spectral-clustering.md | 20 +-------------------
.../users/clustering/streaming-k-means.md | 18 ------------------
.../users/clustering/viewing-result.md | 19 +------------------
.../users/clustering/viewing-results.md | 19 +------------------
.../users/clustering/visualizing-sample-clusters.md | 20 +-------------------
.../users/dim-reduction/dimensional-reduction.md | 18 ------------------
website/documentation/users/dim-reduction/ssvd.md | 16 ----------------
.../environment/classify-a-doc-from-the-shell.md | 20 +-------------------
.../users/environment/h2o-internals.md | 20 +-------------------
.../users/environment/how-to-build-an-app.md | 18 ------------------
.../users/environment/in-core-reference.md | 18 ------------------
.../users/environment/out-of-core-reference.md | 18 ------------------
.../users/environment/spark-internals.md | 18 ------------------
.../users/flinkbindings/flink-internals.md | 18 ------------------
.../flinkbindings/playing-with-samsara-flink.md | 20 +-------------------
website/documentation/users/misc/mr---map-reduce.md | 18 ------------------
.../users/misc/parallel-frequent-pattern-mining.md | 19 +------------------
.../users/misc/perceptron-and-winnow.md | 19 +------------------
website/documentation/users/misc/testing.md | 19 +------------------
.../misc/using-mahout-with-python-via-jpype.md | 18 ------------------
.../users/recommender/intro-als-hadoop.md | 20 +-------------------
.../users/recommender/intro-cooccurrence-spark.md | 18 ------------------
.../users/recommender/intro-itembased-hadoop.md | 21 ++-------------------
.../users/recommender/matrix-factorization.md | 21 ++-------------------
.../documentation/users/recommender/quickstart.md | 18 ------------------
.../users/recommender/recommender-documentation.md | 20 +-------------------
.../recommender/recommender-first-timer-faq.md | 20 +-------------------
.../users/recommender/userbased-5-minutes.md | 18 ------------------
website/documentation/users/sparkbindings/faq.md | 18 ------------------
website/documentation/users/sparkbindings/home.md | 20 +-------------------
.../users/sparkbindings/play-with-shell.md | 21 ++-------------------
48 files changed, 26 insertions(+), 877 deletions(-)
diff --git
a/website/documentation/users/classification/bankmarketing-example.md
b/website/documentation/users/classification/bankmarketing-example.md
index 5394f86e6..2c02c933c 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 942960670..93d62fb7f 100644
--- a/website/documentation/users/clustering/20newsgroups.md
+++ b/website/documentation/users/clustering/20newsgroups.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title: 20Newsgroups
-
-
---
<a name="20Newsgroups-NaiveBayesusing20NewsgroupsData"></a>
diff --git a/website/documentation/users/clustering/canopy-clustering.md
b/website/documentation/users/clustering/canopy-clustering.md
index 007cee2b0..f86cd25a6 100644
--- a/website/documentation/users/clustering/canopy-clustering.md
+++ b/website/documentation/users/clustering/canopy-clustering.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title: Canopy Clustering
-
-
---
<a name="CanopyClustering-CanopyClustering"></a>
diff --git a/website/documentation/users/clustering/canopy-commandline.md
b/website/documentation/users/clustering/canopy-commandline.md
index 32f7d0875..29f393451 100644
--- a/website/documentation/users/clustering/canopy-commandline.md
+++ b/website/documentation/users/clustering/canopy-commandline.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title: canopy-commandline
-
-
---
<a name="canopy-commandline-RunningCanopyClusteringfromtheCommandLine"></a>
diff --git a/website/documentation/users/clustering/cluster-dumper.md
b/website/documentation/users/clustering/cluster-dumper.md
index 579346bfc..2fc1d6944 100644
--- a/website/documentation/users/clustering/cluster-dumper.md
+++ b/website/documentation/users/clustering/cluster-dumper.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title: Cluster Dumper
-
-
---
<a name="ClusterDumper-Introduction"></a>
@@ -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 0d8c6458d..5246e77ff 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 @@
-<!--
- 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.
--->
---
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 2a06ee62d..8c6ea8e36 100644
--- a/website/documentation/users/clustering/clustering-seinfeld-episodes.md
+++ b/website/documentation/users/clustering/clustering-seinfeld-episodes.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 1c6e2dbdc..207707a66 100644
--- a/website/documentation/users/clustering/clusteringyourdata.md
+++ b/website/documentation/users/clustering/clusteringyourdata.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 837125470..c35399deb 100644
--- a/website/documentation/users/clustering/expectation-maximization.md
+++ b/website/documentation/users/clustering/expectation-maximization.md
@@ -1,25 +1,8 @@
-<!--
- 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.
--->
---
layout: default
title: Expectation Maximization
-
-
---
+
<a name="ExpectationMaximization-ExpectationMaximization"></a>
# 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 ea82c87c4..4ee0e1cb5 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 @@
-<!--
- 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.
--->
---
layout: default
title: fuzzy-k-means-commandline
-
-
---
<a
name="fuzzy-k-means-commandline-RunningFuzzyk-MeansClusteringfromtheCommandLine"></a>
diff --git a/website/documentation/users/clustering/fuzzy-k-means.md
b/website/documentation/users/clustering/fuzzy-k-means.md
index b0ab3156f..e0a4fe5c9 100644
--- a/website/documentation/users/clustering/fuzzy-k-means.md
+++ b/website/documentation/users/clustering/fuzzy-k-means.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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.
<a name="FuzzyK-Means-References "></a>
#### 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 108b2f56c..58a11cdd9 100644
--- a/website/documentation/users/clustering/hierarchical-clustering.md
+++ b/website/documentation/users/clustering/hierarchical-clustering.md
@@ -1,25 +1,8 @@
-<!--
- 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.
--->
---
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 206547a66..46844fbf4 100644
--- a/website/documentation/users/clustering/k-means-clustering.md
+++ b/website/documentation/users/clustering/k-means-clustering.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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.
-
\ No newline at end of file
+
diff --git a/website/documentation/users/clustering/k-means-commandline.md
b/website/documentation/users/clustering/k-means-commandline.md
index 2c76e4f96..6c68932b5 100644
--- a/website/documentation/users/clustering/k-means-commandline.md
+++ b/website/documentation/users/clustering/k-means-commandline.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title: k-means-commandline
-
-
---
<a name="k-means-commandline-Introduction"></a>
diff --git
a/website/documentation/users/clustering/latent-dirichlet-allocation.md
b/website/documentation/users/clustering/latent-dirichlet-allocation.md
index a47d18c18..71af2ebe7 100644
--- a/website/documentation/users/clustering/latent-dirichlet-allocation.md
+++ b/website/documentation/users/clustering/latent-dirichlet-allocation.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title: Latent Dirichlet Allocation
-
-
---
<a name="LatentDirichletAllocation-Overview"></a>
diff --git a/website/documentation/users/clustering/lda-commandline.md
b/website/documentation/users/clustering/lda-commandline.md
index a7f7782ae..5629ddcfe 100644
--- a/website/documentation/users/clustering/lda-commandline.md
+++ b/website/documentation/users/clustering/lda-commandline.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title: lda-commandline
-
-
---
<a
name="lda-commandline-RunningLatentDirichletAllocation(algorithm)fromtheCommandLine"></a>
diff --git
a/website/documentation/users/clustering/llr---log-likelihood-ratio.md
b/website/documentation/users/clustering/llr---log-likelihood-ratio.md
index 0fcaf753e..07bc6d350 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 @@
-<!--
- 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.
--->
---
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 eb942d9ea..67e57ec0a 100644
--- a/website/documentation/users/clustering/spectral-clustering.md
+++ b/website/documentation/users/clustering/spectral-clustering.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 d786e1ec0..9c9327970 100644
--- a/website/documentation/users/clustering/streaming-k-means.md
+++ b/website/documentation/users/clustering/streaming-k-means.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 d9fed88f9..920fcff3a 100644
--- a/website/documentation/users/clustering/viewing-result.md
+++ b/website/documentation/users/clustering/viewing-result.md
@@ -1,25 +1,8 @@
-<!--
- 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.
--->
---
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 1da5ee9f6..814ca26c5 100644
--- a/website/documentation/users/clustering/viewing-results.md
+++ b/website/documentation/users/clustering/viewing-results.md
@@ -1,25 +1,8 @@
-<!--
- 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.
--->
---
layout: default
title: Viewing Results
-
-
---
+
<a name="ViewingResults-Intro"></a>
# Intro
diff --git
a/website/documentation/users/clustering/visualizing-sample-clusters.md
b/website/documentation/users/clustering/visualizing-sample-clusters.md
index 33c0926f5..d89bc323c 100644
--- a/website/documentation/users/clustering/visualizing-sample-clusters.md
+++ b/website/documentation/users/clustering/visualizing-sample-clusters.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title: Visualizing Sample Clusters
-
-
---
<a name="VisualizingSampleClusters-Introduction"></a>
@@ -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 22d8778e1..7509aafdc 100644
--- a/website/documentation/users/dim-reduction/dimensional-reduction.md
+++ b/website/documentation/users/dim-reduction/dimensional-reduction.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 b24118534..1c8f82ee7 100644
--- a/website/documentation/users/dim-reduction/ssvd.md
+++ b/website/documentation/users/dim-reduction/ssvd.md
@@ -1,19 +1,3 @@
-<!--
- 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.
--->
---
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 e4bae3d98..ade50ae0c 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 @@
-<!--
- 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.
--->
---
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 6bc4c9378..2fb8da895 100644
--- a/website/documentation/users/environment/h2o-internals.md
+++ b/website/documentation/users/environment/h2o-internals.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 661a28258..3883a862b 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 @@
-<!--
- 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.
--->
---
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 a565d9096..1003fe529 100644
--- a/website/documentation/users/environment/in-core-reference.md
+++ b/website/documentation/users/environment/in-core-reference.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 586d6e5d2..f3f82a4cb 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 @@
-<!--
- 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.
--->
---
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 e17ace524..357779f43 100644
--- a/website/documentation/users/environment/spark-internals.md
+++ b/website/documentation/users/environment/spark-internals.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title:
-
-
---
# Introduction
diff --git a/website/documentation/users/flinkbindings/flink-internals.md
b/website/documentation/users/flinkbindings/flink-internals.md
index 4b36eb329..537a146a4 100644
--- a/website/documentation/users/flinkbindings/flink-internals.md
+++ b/website/documentation/users/flinkbindings/flink-internals.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 2df4978f0..fc118933a 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 @@
-<!--
- 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.
--->
---
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 f565a4697..b58c5af7d 100644
--- a/website/documentation/users/misc/mr---map-reduce.md
+++ b/website/documentation/users/misc/mr---map-reduce.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 9c9771205..094137e66 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 @@
-<!--
- 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.
--->
---
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 519c66f21..e16a85148 100644
--- a/website/documentation/users/misc/perceptron-and-winnow.md
+++ b/website/documentation/users/misc/perceptron-and-winnow.md
@@ -1,25 +1,8 @@
-<!--
- 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.
--->
---
layout: default
title: Perceptron and Winnow
-
-
---
+
<a name="PerceptronandWinnow-ClassificationwithPerceptronorWinnow"></a>
# Classification with Perceptron or Winnow
diff --git a/website/documentation/users/misc/testing.md
b/website/documentation/users/misc/testing.md
index 04ba122c5..0ec1f136d 100644
--- a/website/documentation/users/misc/testing.md
+++ b/website/documentation/users/misc/testing.md
@@ -1,25 +1,8 @@
-<!--
- 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.
--->
---
layout: default
title: Testing
-
-
---
+
<a name="Testing-Intro"></a>
# 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 f45fe5b30..897dd93aa 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 @@
-<!--
- 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.
--->
---
layout: default
title: Using Mahout with Python via JPype
-
-
---
<a name="UsingMahoutwithPythonviaJPype-overview"></a>
diff --git a/website/documentation/users/recommender/intro-als-hadoop.md
b/website/documentation/users/recommender/intro-als-hadoop.md
index a2e35ed54..95009ae6a 100644
--- a/website/documentation/users/recommender/intro-als-hadoop.md
+++ b/website/documentation/users/recommender/intro-als-hadoop.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 b60681fca..664a40b90 100644
--- a/website/documentation/users/recommender/intro-cooccurrence-spark.md
+++ b/website/documentation/users/recommender/intro-cooccurrence-spark.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 b66a0248c..ed102c0b5 100644
--- a/website/documentation/users/recommender/intro-itembased-hadoop.md
+++ b/website/documentation/users/recommender/intro-itembased-hadoop.md
@@ -1,25 +1,8 @@
-<!--
- 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.
--->
---
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 13d119f44..3d76986de 100644
--- a/website/documentation/users/recommender/matrix-factorization.md
+++ b/website/documentation/users/recommender/matrix-factorization.md
@@ -1,25 +1,8 @@
-<!--
- 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.
--->
---
layout: default
-title: Perceptron and Winnow
-
-
+title: Introduction to Matrix Factorization for Recommendation Mining
---
+
<a name="MatrixFactorization-Intro"></a>
# Introduction to Matrix Factorization for Recommendation Mining
diff --git a/website/documentation/users/recommender/quickstart.md
b/website/documentation/users/recommender/quickstart.md
index dc0a77def..4edabb942 100644
--- a/website/documentation/users/recommender/quickstart.md
+++ b/website/documentation/users/recommender/quickstart.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 9b2eab88b..808bd8d73 100644
--- a/website/documentation/users/recommender/recommender-documentation.md
+++ b/website/documentation/users/recommender/recommender-documentation.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
layout: default
title: Recommender Documentation
-
-
---
<a name="RecommenderDocumentation-Overview"></a>
@@ -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 837fc962e..d4a86bc8f 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 @@
-<!--
- 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.
--->
---
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 13260ab37..32132ef9c 100644
--- a/website/documentation/users/recommender/userbased-5-minutes.md
+++ b/website/documentation/users/recommender/userbased-5-minutes.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 cddc6b239..3f6f5fad9 100644
--- a/website/documentation/users/sparkbindings/faq.md
+++ b/website/documentation/users/sparkbindings/faq.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 8d78a06d8..c56650a57 100644
--- a/website/documentation/users/sparkbindings/home.md
+++ b/website/documentation/users/sparkbindings/home.md
@@ -1,24 +1,6 @@
-<!--
- 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.
--->
---
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 527ca9fa7..f65953292 100644
--- a/website/documentation/users/sparkbindings/play-with-shell.md
+++ b/website/documentation/users/sparkbindings/play-with-shell.md
@@ -1,25 +1,8 @@
-<!--
- 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.
--->
---
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
</pre></div>
-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).
