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The following commit(s) were added to refs/heads/main by this push:
     new 81394df2c Moved the Classification, misc, and basics to the 
Map_Reduce_Folder (#544)
81394df2c is described below

commit 81394df2c6ca978a1f27b0dcfa04131ec4b7d73c
Author: Krishna Dave <krishna.dave2...@nst.rishihood.edu.in>
AuthorDate: Fri Jun 13 22:37:15 2025 +0530

    Moved the Classification, misc, and basics to the Map_Reduce_Folder (#544)
    
    * Update navbar.html
    
    * Update navbar.html
    
    Removed the commented part
    
    * Reorganised the files in MR Folder
    
    * asdf
    
    * hello
    
    * cricket
    
    * Update Gemfile
    
    Removed the extra Gems that I had added for my system
    
    * Redirected the links
    
    * Cleaned up the artifact that wasn't supposed to be there.
    
    * Redirected the links
    
    * moved more files
    
    * moced and redirected the algorithm files
    
    * moved and redirected the clustering files
    
    * moved and rediected the recommender files
    
    * redirected the recommender links
    
    * Added the redirects
---
 website/Gemfile                                    |   7 +-
 .../Classification}/bankmarketing-example.md       |   3 +
 .../Classification}/bayesian-commandline.md        |   3 +
 .../Classification}/bayesian.md                    |   3 +
 .../Classification}/breiman-example.md             |   3 +
 .../Classification}/class-discovery.md             |   3 +
 .../Classification}/classifyingyourdata.md         |   3 +
 .../Classification}/hidden-markov-models.md        |   3 +
 .../locally-weighted-linear-regression.md          |   3 +
 .../Classification}/logistic-regression.md         |   3 +
 .../Classification}/mlp.md                         |   3 +
 .../Classification}/naivebayes.md                  |   3 +
 .../Classification}/neural-network.md              |   3 +
 .../Classification}/partial-implementation.md      |   3 +
 .../Classification}/random-forests.md              |   3 +
 .../restricted-boltzmann-machines.md               |   3 +
 .../Classification}/support-vector-machines.md     |   3 +
 .../Classification}/twenty-newsgroups.md           |   3 +
 .../wikipedia-classifier-example.md                |   3 +
 .../algorithms/d-als.md                            |   3 +
 .../users => Map_Reduce_Folder}/algorithms/d-qr.md |   3 +
 .../algorithms/d-spca.md                           |   3 +
 .../algorithms/d-ssvd.md                           |   3 +
 .../algorithms/intro-cooccurrence-spark.md         |   3 +
 .../algorithms/recommender-overview.md             |   3 +
 .../algorithms/spark-naive-bayes.md                |   3 +
 .../basics/algorithms.md                           |   3 +
 .../basics/collections.md                          |   3 +
 .../basics/collocations.md                         |   3 +
 .../basics/creating-vectors-from-text.md           |   3 +
 .../basics/creating-vectors.md                     |   3 +
 .../basics/gaussian-discriminative-analysis.md     |   3 +
 .../basics/independent-component-analysis.md       |   3 +
 .../basics/mahout-collections.md                   |   3 +
 .../Map_Reduce_Folder/basics/mahoutintegration.md  |   7 +
 .../basics/matrix-and-vector-needs.md              |   3 +
 .../basics/principal-components-analysis.md        |   3 +
 .../basics/svd---singular-value-decomposition.md   |   3 +
 .../basics/system-requirements.md                  |   3 +
 ...---term-frequency-inverse-document-frequency.md |   3 +
 .../clustering/20newsgroups.md                     |   3 +
 .../clustering/canopy-clustering.md                |   3 +
 .../clustering/canopy-commandline.md               |   3 +
 .../clustering/cluster-dumper.md                   |   3 +
 .../clustering-of-synthetic-control-data.md        |   3 +
 .../clustering/clustering-seinfeld-episodes.md     |   3 +
 .../clustering/clusteringyourdata.md               |   3 +
 .../clustering/expectation-maximization.md         |   3 +
 .../clustering/fuzzy-k-means-commandline.md        |   3 +
 .../clustering/fuzzy-k-means.md                    |   3 +
 .../clustering/hierarchical-clustering.md          |   3 +
 .../clustering/k-means-clustering.md               |   3 +
 .../clustering/k-means-commandline.md              |   3 +
 .../clustering/latent-dirichlet-allocation.md      |   3 +
 .../clustering/lda-commandline.md                  |   3 +
 .../clustering/llr---log-likelihood-ratio.md       |   3 +
 .../clustering/spectral-clustering.md              |   3 +
 .../clustering/streaming-k-means.md                |   3 +
 .../clustering/viewing-result.md                   |   3 +
 .../clustering/viewing-results.md                  |   3 +
 .../clustering/visualizing-sample-clusters.md      |   3 +
 .../misc/mr---map-reduce.md                        |   3 +
 .../misc/parallel-frequent-pattern-mining.md       |   3 +
 .../misc/perceptron-and-winnow.md                  |   3 +
 .../users => Map_Reduce_Folder}/misc/testing.md    |   3 +
 .../misc/using-mahout-with-python-via-jpype.md     |   3 +
 .../recommender/intro-als-hadoop.md                |   3 +
 .../recommender/intro-cooccurrence-spark.md        |   3 +
 .../recommender/intro-itembased-hadoop.md          |   3 +
 .../recommender/matrix-factorization.md            |   3 +
 .../recommender/quickstart.md                      |   3 +
 .../recommender/recommender-documentation.md       |   3 +
 .../recommender/recommender-first-timer-faq.md     |   3 +
 .../recommender/userbased-5-minutes.md             |   3 +
 website/_config.yml                                |   1 +
 .../users/basics/mahoutintegration.md              |   4 -
 website/documentation/users/index.md               | 150 ++++++++++-----------
 77 files changed, 305 insertions(+), 80 deletions(-)

diff --git a/website/Gemfile b/website/Gemfile
index b4c783d49..98743eede 100644
--- a/website/Gemfile
+++ b/website/Gemfile
@@ -27,9 +27,14 @@ source "https://rubygems.org";
 #
 # This will help ensure the proper Jekyll version is running.
 # Happy Jekylling!
-
+gem "logger"
+gem "csv"
+gem "base64"
+gem "webrick"  # Required for Ruby 3.4.0+
 gem "jekyll", "4.3.2"
 gem 'jekyll-latex'
+gem "jekyll-redirect-from"
+
 
 # If you want to use GitHub Pages, remove the "gem "jekyll"" above and
 # uncomment the line below. To upgrade, run `bundle update github-pages`.
diff --git 
a/website/documentation/users/classification/bankmarketing-example.md 
b/website/Map_Reduce_Folder/Classification/bankmarketing-example.md
similarity index 89%
rename from website/documentation/users/classification/bankmarketing-example.md
rename to website/Map_Reduce_Folder/Classification/bankmarketing-example.md
index 2c02c933c..145e6ea8b 100644
--- a/website/documentation/users/classification/bankmarketing-example.md
+++ b/website/Map_Reduce_Folder/Classification/bankmarketing-example.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title:
+redirect_from:
+  - /documentation/users/classification/bankmarketing-example
+  - /documentation/users/classification/bankmarketing-example.html
 ---
 
 #Bank Marketing Example
diff --git a/website/documentation/users/classification/bayesian-commandline.md 
b/website/Map_Reduce_Folder/Classification/bayesian-commandline.md
similarity index 93%
rename from website/documentation/users/classification/bayesian-commandline.md
rename to website/Map_Reduce_Folder/Classification/bayesian-commandline.md
index c00780a29..7fbf69bdb 100644
--- a/website/documentation/users/classification/bayesian-commandline.md
+++ b/website/Map_Reduce_Folder/Classification/bayesian-commandline.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: bayesian-commandline
+redirect_from:
+    - /documentation/users/classification/bayesian-commandline
+    - /documentation/users/classification/bayesian-commandline.html
 ---
 
 # Naive Bayes commandline documentation
diff --git a/website/documentation/users/classification/bayesian.md 
b/website/Map_Reduce_Folder/Classification/bayesian.md
similarity index 98%
rename from website/documentation/users/classification/bayesian.md
rename to website/Map_Reduce_Folder/Classification/bayesian.md
index bfc64a25f..231ff1c0a 100644
--- a/website/documentation/users/classification/bayesian.md
+++ b/website/Map_Reduce_Folder/Classification/bayesian.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title:
+redirect_from:
+  - /documentation/users/classification/bayesian
+  - /documentation/users/classification/bayesian.html
 ---
 
 # Naive Bayes
diff --git a/website/documentation/users/classification/breiman-example.md 
b/website/Map_Reduce_Folder/Classification/breiman-example.md
similarity index 96%
rename from website/documentation/users/classification/breiman-example.md
rename to website/Map_Reduce_Folder/Classification/breiman-example.md
index a1d719a05..cfedf09cc 100644
--- a/website/documentation/users/classification/breiman-example.md
+++ b/website/Map_Reduce_Folder/Classification/breiman-example.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Breiman Example
+redirect_from:
+  - /documentation/users/classification/breiman-example
+  - /documentation/users/classification/breiman-example.html
 ---
 
 #Breiman Example
diff --git a/website/documentation/users/classification/class-discovery.md 
b/website/Map_Reduce_Folder/Classification/class-discovery.md
similarity index 97%
rename from website/documentation/users/classification/class-discovery.md
rename to website/Map_Reduce_Folder/Classification/class-discovery.md
index bd21fa51f..92ee0fd61 100644
--- a/website/documentation/users/classification/class-discovery.md
+++ b/website/Map_Reduce_Folder/Classification/class-discovery.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Class Discovery
+redirect_from:
+  - /documentation/users/classification/class-discovery
+  - /documentation/users/classification/class-discovery.html
 ---
 <a name="ClassDiscovery-ClassDiscovery"></a>
 # Class Discovery
diff --git a/website/documentation/users/classification/classifyingyourdata.md 
b/website/Map_Reduce_Folder/Classification/classifyingyourdata.md
similarity index 91%
rename from website/documentation/users/classification/classifyingyourdata.md
rename to website/Map_Reduce_Folder/Classification/classifyingyourdata.md
index 4da4403d3..53635cee3 100644
--- a/website/documentation/users/classification/classifyingyourdata.md
+++ b/website/Map_Reduce_Folder/Classification/classifyingyourdata.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: ClassifyingYourData
+redirect_from:
+    - /documentation/users/classification/classifyingyourdata
+    - /documentation/users/classification/classifyingyourdata.html
 ---
 
 # Classifying data from the command line
diff --git a/website/documentation/users/classification/hidden-markov-models.md 
b/website/Map_Reduce_Folder/Classification/hidden-markov-models.md
similarity index 96%
rename from website/documentation/users/classification/hidden-markov-models.md
rename to website/Map_Reduce_Folder/Classification/hidden-markov-models.md
index 8c5545706..9b90f1074 100644
--- a/website/documentation/users/classification/hidden-markov-models.md
+++ b/website/Map_Reduce_Folder/Classification/hidden-markov-models.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Hidden Markov Models
+redirect_from:
+    - /documentation/users/classification/hidden-markov-models
+    - /documentation/users/classification/hidden-markov-models.html
 ---
 
 # Hidden Markov Models
diff --git 
a/website/documentation/users/classification/locally-weighted-linear-regression.md
 
b/website/Map_Reduce_Folder/Classification/locally-weighted-linear-regression.md
similarity index 85%
rename from 
website/documentation/users/classification/locally-weighted-linear-regression.md
rename to 
website/Map_Reduce_Folder/Classification/locally-weighted-linear-regression.md
index 2ab379a6d..dca3de2f6 100644
--- 
a/website/documentation/users/classification/locally-weighted-linear-regression.md
+++ 
b/website/Map_Reduce_Folder/Classification/locally-weighted-linear-regression.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Locally Weighted Linear Regression
+redirect_from:
+    - /documentation/users/classificaation/locally-weighted-linear-regression
+    - 
/documentation/users/classificaation/locally-weighted-linear-regression.html
 ---
 
 <a name="LocallyWeightedLinearRegression-LocallyWeightedLinearRegression"></a>
diff --git a/website/documentation/users/classification/logistic-regression.md 
b/website/Map_Reduce_Folder/Classification/logistic-regression.md
similarity index 97%
rename from website/documentation/users/classification/logistic-regression.md
rename to website/Map_Reduce_Folder/Classification/logistic-regression.md
index 68bfcf2aa..7c2d14895 100644
--- a/website/documentation/users/classification/logistic-regression.md
+++ b/website/Map_Reduce_Folder/Classification/logistic-regression.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Logistic Regression
+redirect_from:
+    - /documentation/users/classification/logistic-regression
+    - /documentation/users/classification/logistic-regression.html
 ---
 
 <a name="LogisticRegression-LogisticRegression(SGD)"></a>
diff --git a/website/documentation/users/classification/mlp.md 
b/website/Map_Reduce_Folder/Classification/mlp.md
similarity index 99%
rename from website/documentation/users/classification/mlp.md
rename to website/Map_Reduce_Folder/Classification/mlp.md
index 64aecc511..d31d4a813 100644
--- a/website/documentation/users/classification/mlp.md
+++ b/website/Map_Reduce_Folder/Classification/mlp.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Multilayer Perceptron
+redirect_from:
+    - /documentation/users/classification/mlp
+    - /documentation/users/classification/mlp.html
 ---
 
 Multilayer Perceptron
diff --git a/website/documentation/users/classification/naivebayes.md 
b/website/Map_Reduce_Folder/Classification/naivebayes.md
similarity index 93%
rename from website/documentation/users/classification/naivebayes.md
rename to website/Map_Reduce_Folder/Classification/naivebayes.md
index 4f4ac507f..8eca2330c 100644
--- a/website/documentation/users/classification/naivebayes.md
+++ b/website/Map_Reduce_Folder/Classification/naivebayes.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: NaiveBayes
+redirect_from:
+    - /documentation/users/classification/naivebayes
+    - /documentation/users/classification/naivebayes.html
 ---
 
 <a name="NaiveBayes-NaiveBayes"></a>
diff --git a/website/documentation/users/classification/neural-network.md 
b/website/Map_Reduce_Folder/Classification/neural-network.md
similarity index 84%
rename from website/documentation/users/classification/neural-network.md
rename to website/Map_Reduce_Folder/Classification/neural-network.md
index 35a64d4b6..7999a404a 100644
--- a/website/documentation/users/classification/neural-network.md
+++ b/website/Map_Reduce_Folder/Classification/neural-network.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Neural Network
+redirect_from:
+    - /documentation/users/classification/neural-network
+    - /documentation/users/classification/neural-network.html
 ---
 
 <a name="NeuralNetwork-NeuralNetworks"></a>
diff --git 
a/website/documentation/users/classification/partial-implementation.md 
b/website/Map_Reduce_Folder/Classification/partial-implementation.md
similarity index 97%
rename from website/documentation/users/classification/partial-implementation.md
rename to website/Map_Reduce_Folder/Classification/partial-implementation.md
index 7ac4f04e7..0b7f9358e 100644
--- a/website/documentation/users/classification/partial-implementation.md
+++ b/website/Map_Reduce_Folder/Classification/partial-implementation.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Partial Implementation
+redirect_from:
+    - /documentation/users/classification/partial-implementation
+    - /documentation/users/classification/partial-implementation.html
 ---
 
 
diff --git a/website/documentation/users/classification/random-forests.md 
b/website/Map_Reduce_Folder/Classification/random-forests.md
similarity index 98%
rename from website/documentation/users/classification/random-forests.md
rename to website/Map_Reduce_Folder/Classification/random-forests.md
index 410375f02..48eea3ab2 100644
--- a/website/documentation/users/classification/random-forests.md
+++ b/website/Map_Reduce_Folder/Classification/random-forests.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Random Forests
+redirect_from:
+    - /documentation/users/classification/random-forests
+    - /documentation/users/classification/random-forests.html
 ---
 
 <a name="RandomForests-HowtogrowaDecisionTree"></a>
diff --git 
a/website/documentation/users/classification/restricted-boltzmann-machines.md 
b/website/Map_Reduce_Folder/Classification/restricted-boltzmann-machines.md
similarity index 92%
rename from 
website/documentation/users/classification/restricted-boltzmann-machines.md
rename to 
website/Map_Reduce_Folder/Classification/restricted-boltzmann-machines.md
index 46408d1af..90c093f67 100644
--- 
a/website/documentation/users/classification/restricted-boltzmann-machines.md
+++ b/website/Map_Reduce_Folder/Classification/restricted-boltzmann-machines.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Restricted Boltzmann Machines
+redirect_from:
+    - /documentation/users/classification/restricted-boltzmann-machines
+    - /documentation/users/classification/restricted-boltzmann-machines.html
 ---
 
 NOTE: This implementation is a Work-In-Progress, at least till September,
diff --git 
a/website/documentation/users/classification/support-vector-machines.md 
b/website/Map_Reduce_Folder/Classification/support-vector-machines.md
similarity index 92%
rename from 
website/documentation/users/classification/support-vector-machines.md
rename to website/Map_Reduce_Folder/Classification/support-vector-machines.md
index d9df5936d..38af6f69a 100644
--- a/website/documentation/users/classification/support-vector-machines.md
+++ b/website/Map_Reduce_Folder/Classification/support-vector-machines.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Support Vector Machines
+redirect_from:
+    - /documentation/users/classification/support-vector-machines
+    - /documentation/users/classification/support-vector-machines.html
 ---
 
 <a name="SupportVectorMachines-SupportVectorMachines"></a>
diff --git a/website/documentation/users/classification/twenty-newsgroups.md 
b/website/Map_Reduce_Folder/Classification/twenty-newsgroups.md
similarity index 98%
rename from website/documentation/users/classification/twenty-newsgroups.md
rename to website/Map_Reduce_Folder/Classification/twenty-newsgroups.md
index e5d13f3eb..157b3ea68 100644
--- a/website/documentation/users/classification/twenty-newsgroups.md
+++ b/website/Map_Reduce_Folder/Classification/twenty-newsgroups.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Twenty Newsgroups
+redirect_from:
+    - /documentation/users/classification/twenty-newsgroups
+    - /documentation/users/classification/twenty-newsgroups.html
 ---
 
 
diff --git 
a/website/documentation/users/classification/wikipedia-classifier-example.md 
b/website/Map_Reduce_Folder/Classification/wikipedia-classifier-example.md
similarity index 96%
rename from 
website/documentation/users/classification/wikipedia-classifier-example.md
rename to 
website/Map_Reduce_Folder/Classification/wikipedia-classifier-example.md
index 77ce81a24..1e7763c3a 100644
--- a/website/documentation/users/classification/wikipedia-classifier-example.md
+++ b/website/Map_Reduce_Folder/Classification/wikipedia-classifier-example.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Wikipedia XML parser and Naive Bayes Example
+redirect_from:
+    - /documentation/users/classification/wikipedia-classifier-example
+    - /documentation/users/classification/wikipedia-classifier-example.html
 ---
 
 
diff --git a/website/documentation/users/algorithms/d-als.md 
b/website/Map_Reduce_Folder/algorithms/d-als.md
similarity index 96%
rename from website/documentation/users/algorithms/d-als.md
rename to website/Map_Reduce_Folder/algorithms/d-als.md
index b137b2bcf..81017258c 100644
--- a/website/documentation/users/algorithms/d-als.md
+++ b/website/Map_Reduce_Folder/algorithms/d-als.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Disitrubted ALS
+redirect_from:
+    - /documentation/users/algorithms/d-als
+    - /documentation/users/algorithms/d-als.html
 ---
 
 
diff --git a/website/documentation/users/algorithms/d-qr.md 
b/website/Map_Reduce_Folder/algorithms/d-qr.md
similarity index 96%
rename from website/documentation/users/algorithms/d-qr.md
rename to website/Map_Reduce_Folder/algorithms/d-qr.md
index 2faca238e..ba6ec24b6 100644
--- a/website/documentation/users/algorithms/d-qr.md
+++ b/website/Map_Reduce_Folder/algorithms/d-qr.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Distributed Cholesky QR
+redirect_from:
+    - /documentation/users/algorithms/d-qr
+    - /documentation/users/algorithms/d-qr.html
 ---
 
 # Distributed Cholesky QR
diff --git a/website/documentation/users/algorithms/d-spca.md 
b/website/Map_Reduce_Folder/algorithms/d-spca.md
similarity index 98%
rename from website/documentation/users/algorithms/d-spca.md
rename to website/Map_Reduce_Folder/algorithms/d-spca.md
index 83cf693f6..ec0f4a254 100644
--- a/website/documentation/users/algorithms/d-spca.md
+++ b/website/Map_Reduce_Folder/algorithms/d-spca.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Distributed Stochastic PCA
+redirect_from:
+    - /documentation/users/algorithms/d-spca
+    - /documentation/users/algorithms/d-spca.html
 ---
 
 # Distributed Stochastic PCA
diff --git a/website/documentation/users/algorithms/d-ssvd.md 
b/website/Map_Reduce_Folder/algorithms/d-ssvd.md
similarity index 98%
rename from website/documentation/users/algorithms/d-ssvd.md
rename to website/Map_Reduce_Folder/algorithms/d-ssvd.md
index d6e96f04c..5f67eaf01 100644
--- a/website/documentation/users/algorithms/d-ssvd.md
+++ b/website/Map_Reduce_Folder/algorithms/d-ssvd.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Distributed Stochastic Singular Value Decomposition
+redirect_from:
+    - /documentation/users/algorithms/d-ssvd
+    - /documentation/users/algorithms/d-ssvd.html
 ---
 
 # Distributed Stochastic Singular Value Decomposition
diff --git a/website/documentation/users/algorithms/intro-cooccurrence-spark.md 
b/website/Map_Reduce_Folder/algorithms/intro-cooccurrence-spark.md
similarity index 99%
rename from website/documentation/users/algorithms/intro-cooccurrence-spark.md
rename to website/Map_Reduce_Folder/algorithms/intro-cooccurrence-spark.md
index 664a40b90..c67737b70 100644
--- a/website/documentation/users/algorithms/intro-cooccurrence-spark.md
+++ b/website/Map_Reduce_Folder/algorithms/intro-cooccurrence-spark.md
@@ -1,6 +1,9 @@
 ---
 layout: doc-page
 title: Building a Mahout Recommender
+redirect_from:
+      - /documentation/users/algorithms/intro-cooccurrence-spark
+      - /documentation/users/algorithms/intro-cooccurrence-spark.html
 ---
 
 # Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI
diff --git a/website/documentation/users/algorithms/recommender-overview.md 
b/website/Map_Reduce_Folder/algorithms/recommender-overview.md
similarity index 96%
rename from website/documentation/users/algorithms/recommender-overview.md
rename to website/Map_Reduce_Folder/algorithms/recommender-overview.md
index 635e55fdf..a45c9fae9 100644
--- a/website/documentation/users/algorithms/recommender-overview.md
+++ b/website/Map_Reduce_Folder/algorithms/recommender-overview.md
@@ -1,6 +1,9 @@
 ---
 layout: doc-page
 title: Recommender Overview
+redirect-from:
+    - /documentation/users/algorithms/recommender-overview
+    - /documentation/users/algorithms/recommender-overview.html
 ---
 
 
diff --git a/website/documentation/users/algorithms/spark-naive-bayes.md 
b/website/Map_Reduce_Folder/algorithms/spark-naive-bayes.md
similarity index 98%
rename from website/documentation/users/algorithms/spark-naive-bayes.md
rename to website/Map_Reduce_Folder/algorithms/spark-naive-bayes.md
index 7cbff85ae..93795435b 100644
--- a/website/documentation/users/algorithms/spark-naive-bayes.md
+++ b/website/Map_Reduce_Folder/algorithms/spark-naive-bayes.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Spark Naive Bayes
+redirect_from:
+  - /documentation/users/algorithms/spark-naive-bayes
+  - /documentation/users/algorithms/spark-naive-bayes.html
 ---
 
 # Spark Naive Bayes
diff --git a/website/documentation/users/basics/algorithms.md 
b/website/Map_Reduce_Folder/basics/algorithms.md
similarity index 98%
rename from website/documentation/users/basics/algorithms.md
rename to website/Map_Reduce_Folder/basics/algorithms.md
index d756480f0..c1222c13c 100644
--- a/website/documentation/users/basics/algorithms.md
+++ b/website/Map_Reduce_Folder/basics/algorithms.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Algorithms
+redirect_from:
+    - /documentation/users/basics/algorithms
+    - /documentation/users/basics/algorithms.html
 ---
 
 
diff --git a/website/documentation/users/basics/collections.md 
b/website/Map_Reduce_Folder/basics/collections.md
similarity index 97%
rename from website/documentation/users/basics/collections.md
rename to website/Map_Reduce_Folder/basics/collections.md
index 7985e0052..5ebd2457a 100644
--- a/website/documentation/users/basics/collections.md
+++ b/website/Map_Reduce_Folder/basics/collections.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Collections
+redirect_from:
+    - /documentation/users/basics/collections
+    - /documentation/users/basics/collections.html
 ---
 
 TODO: Organize these somehow, add one-line blurbs
diff --git a/website/documentation/users/basics/collocations.md 
b/website/Map_Reduce_Folder/basics/collocations.md
similarity index 99%
rename from website/documentation/users/basics/collocations.md
rename to website/Map_Reduce_Folder/basics/collocations.md
index 079b4f7c7..65e406f0f 100644
--- a/website/documentation/users/basics/collocations.md
+++ b/website/Map_Reduce_Folder/basics/collocations.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Collocations
+redirect_from:
+    - /documentation/users/basics/collocations
+    - /documentation/users/basics/collocations.html
 ---
 
 
diff --git a/website/documentation/users/basics/creating-vectors-from-text.md 
b/website/Map_Reduce_Folder/basics/creating-vectors-from-text.md
similarity index 99%
rename from website/documentation/users/basics/creating-vectors-from-text.md
rename to website/Map_Reduce_Folder/basics/creating-vectors-from-text.md
index 874444fcf..c18942fe1 100644
--- a/website/documentation/users/basics/creating-vectors-from-text.md
+++ b/website/Map_Reduce_Folder/basics/creating-vectors-from-text.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Creating Vectors from Text
+redirect_from:
+    - /documentation/users/basics/creating-vectors-from-text
+    - /documentation/users/basics/creating-vectors-from-text.html
 ---
 
 
diff --git a/website/documentation/users/basics/creating-vectors.md 
b/website/Map_Reduce_Folder/basics/creating-vectors.md
similarity index 84%
rename from website/documentation/users/basics/creating-vectors.md
rename to website/Map_Reduce_Folder/basics/creating-vectors.md
index 41c72f999..7e9d88cee 100644
--- a/website/documentation/users/basics/creating-vectors.md
+++ b/website/Map_Reduce_Folder/basics/creating-vectors.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Creating Vectors
+redirect_from:
+    - /documentation/users/basics/creating-vectors
+    - /documentation/users/basics/creating-vectors.html
 ---
 
 
diff --git 
a/website/documentation/users/basics/gaussian-discriminative-analysis.md 
b/website/Map_Reduce_Folder/basics/gaussian-discriminative-analysis.md
similarity index 80%
rename from 
website/documentation/users/basics/gaussian-discriminative-analysis.md
rename to website/Map_Reduce_Folder/basics/gaussian-discriminative-analysis.md
index 88902cbb9..004c9d6fb 100644
--- a/website/documentation/users/basics/gaussian-discriminative-analysis.md
+++ b/website/Map_Reduce_Folder/basics/gaussian-discriminative-analysis.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Gaussian Discriminative Analysis
+redirect_from:
+    - /documentation/users/basics/gaussian-discriminative-analysis
+    - /documentation/users/basics/gaussian-discriminative-analysis.html
 ---
 
 <a name="GaussianDiscriminativeAnalysis-GaussianDiscriminativeAnalysis"></a>
diff --git 
a/website/documentation/users/basics/independent-component-analysis.md 
b/website/Map_Reduce_Folder/basics/independent-component-analysis.md
similarity index 72%
rename from website/documentation/users/basics/independent-component-analysis.md
rename to website/Map_Reduce_Folder/basics/independent-component-analysis.md
index 9890498cf..dec951d92 100644
--- a/website/documentation/users/basics/independent-component-analysis.md
+++ b/website/Map_Reduce_Folder/basics/independent-component-analysis.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Independent Component Analysis
+redirect_from:
+    - /documentation/users/basics/independent-component-analysis
+    - /documentation/users/basics/independent-component-analysis.html
 ---
 
 <a name="IndependentComponentAnalysis-IndependentComponentAnalysis"></a>
diff --git a/website/documentation/users/basics/mahout-collections.md 
b/website/Map_Reduce_Folder/basics/mahout-collections.md
similarity index 94%
rename from website/documentation/users/basics/mahout-collections.md
rename to website/Map_Reduce_Folder/basics/mahout-collections.md
index 679e3d278..4c667d3d0 100644
--- a/website/documentation/users/basics/mahout-collections.md
+++ b/website/Map_Reduce_Folder/basics/mahout-collections.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: mahout-collections
+redirect_from:
+    - /documentation/users/basics/mahout-collections
+    - /documentation/users/basics/mahout-collections.html
 ---
 
 # Mahout collections
diff --git a/website/Map_Reduce_Folder/basics/mahoutintegration.md 
b/website/Map_Reduce_Folder/basics/mahoutintegration.md
new file mode 100644
index 000000000..8d9509b70
--- /dev/null
+++ b/website/Map_Reduce_Folder/basics/mahoutintegration.md
@@ -0,0 +1,7 @@
+---
+layout: default
+title: MahoutIntegration
+redirect_from:
+    - /documentation/users/basics/mahoutintegration
+    - /documentation/users/basics/mahoutintegration.html
+---
diff --git a/website/documentation/users/basics/matrix-and-vector-needs.md 
b/website/Map_Reduce_Folder/basics/matrix-and-vector-needs.md
similarity index 97%
rename from website/documentation/users/basics/matrix-and-vector-needs.md
rename to website/Map_Reduce_Folder/basics/matrix-and-vector-needs.md
index e2439a364..8187b9f1d 100644
--- a/website/documentation/users/basics/matrix-and-vector-needs.md
+++ b/website/Map_Reduce_Folder/basics/matrix-and-vector-needs.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Matrix and Vector Needs
+redirect_from:
+    - /documentation/users/basics/matrix-and-vectors-needs
+    - /documentation/users/basics/matrix-and-vectors-needs.html
 ---
 
 <a name="MatrixandVectorNeeds-Intro"></a>
diff --git 
a/website/documentation/users/basics/principal-components-analysis.md 
b/website/Map_Reduce_Folder/basics/principal-components-analysis.md
similarity index 87%
rename from website/documentation/users/basics/principal-components-analysis.md
rename to website/Map_Reduce_Folder/basics/principal-components-analysis.md
index d0e56d8f1..6b367168b 100644
--- a/website/documentation/users/basics/principal-components-analysis.md
+++ b/website/Map_Reduce_Folder/basics/principal-components-analysis.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Principal Components Analysis
+redirect_from:
+    - /documentation/users/basics/principal-components-analysis
+    - /documentation/users/basics/principal-components-analysis.html
 ---
 
 <a name="PrincipalComponentsAnalysis-PrincipalComponentsAnalysis"></a>
diff --git 
a/website/documentation/users/basics/svd---singular-value-decomposition.md 
b/website/Map_Reduce_Folder/basics/svd---singular-value-decomposition.md
similarity index 94%
rename from 
website/documentation/users/basics/svd---singular-value-decomposition.md
rename to website/Map_Reduce_Folder/basics/svd---singular-value-decomposition.md
index 0b64cd029..bef5957db 100644
--- a/website/documentation/users/basics/svd---singular-value-decomposition.md
+++ b/website/Map_Reduce_Folder/basics/svd---singular-value-decomposition.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: SVD - Singular Value Decomposition
+redirect_from:
+  - /documentation/users/basics/svd---singular-value-decomposition
+  - /documentation/users/basics/svd---singular-value-decomposition.html
 ---
 
 {excerpt}Singular Value Decomposition is a form of product decomposition of
diff --git a/website/documentation/users/basics/system-requirements.md 
b/website/Map_Reduce_Folder/basics/system-requirements.md
similarity index 79%
rename from website/documentation/users/basics/system-requirements.md
rename to website/Map_Reduce_Folder/basics/system-requirements.md
index b09e69aad..377a170a2 100644
--- a/website/documentation/users/basics/system-requirements.md
+++ b/website/Map_Reduce_Folder/basics/system-requirements.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: System Requirements
+redirect_from:
+    - /documentation/users/basics/system-requirements
+    - /documentation/users/basics/system-requirements.html
 ---
 
 
diff --git 
a/website/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.md
 
b/website/Map_Reduce_Folder/basics/tf-idf---term-frequency-inverse-document-frequency.md
similarity index 82%
rename from 
website/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.md
rename to 
website/Map_Reduce_Folder/basics/tf-idf---term-frequency-inverse-document-frequency.md
index 2991edcc4..a4fcd7374 100644
--- 
a/website/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.md
+++ 
b/website/Map_Reduce_Folder/basics/tf-idf---term-frequency-inverse-document-frequency.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: TF-IDF - Term Frequency-Inverse Document Frequency
+redirect_from:
+    - 
/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency
+    - 
/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
 ---
 
 {excerpt}Is a weight measure often used in information retrieval and text
diff --git a/website/documentation/users/clustering/20newsgroups.md 
b/website/Map_Reduce_Folder/clustering/20newsgroups.md
similarity index 66%
rename from website/documentation/users/clustering/20newsgroups.md
rename to website/Map_Reduce_Folder/clustering/20newsgroups.md
index 93d62fb7f..eb4c71aaa 100644
--- a/website/documentation/users/clustering/20newsgroups.md
+++ b/website/Map_Reduce_Folder/clustering/20newsgroups.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: 20Newsgroups
+redirect_from:
+    - /documentation/users/clustering/20newsgroups
+    - /documentation/users/clustering/20newsgroups.html
 ---
 
 <a name="20Newsgroups-NaiveBayesusing20NewsgroupsData"></a>
diff --git a/website/documentation/users/clustering/canopy-clustering.md 
b/website/Map_Reduce_Folder/clustering/canopy-clustering.md
similarity index 98%
rename from website/documentation/users/clustering/canopy-clustering.md
rename to website/Map_Reduce_Folder/clustering/canopy-clustering.md
index f86cd25a6..ed8ece61e 100644
--- a/website/documentation/users/clustering/canopy-clustering.md
+++ b/website/Map_Reduce_Folder/clustering/canopy-clustering.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Canopy Clustering
+redirect_from:
+    - /documentation/users/clustering/canopy-clustering
+    - /documentation/users/clutsering/canopy-clustering.html
 ---
 
 <a name="CanopyClustering-CanopyClustering"></a>
diff --git a/website/documentation/users/clustering/canopy-commandline.md 
b/website/Map_Reduce_Folder/clustering/canopy-commandline.md
similarity index 95%
rename from website/documentation/users/clustering/canopy-commandline.md
rename to website/Map_Reduce_Folder/clustering/canopy-commandline.md
index 29f393451..e0bc29e23 100644
--- a/website/documentation/users/clustering/canopy-commandline.md
+++ b/website/Map_Reduce_Folder/clustering/canopy-commandline.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: canopy-commandline
+redirect_from:
+    - /documentation/users/clustering/canopy-commandline
+    - /documentation/users/clustering/canopy-commandline.html
 ---
 
 <a name="canopy-commandline-RunningCanopyClusteringfromtheCommandLine"></a>
diff --git a/website/documentation/users/clustering/cluster-dumper.md 
b/website/Map_Reduce_Folder/clustering/cluster-dumper.md
similarity index 98%
rename from website/documentation/users/clustering/cluster-dumper.md
rename to website/Map_Reduce_Folder/clustering/cluster-dumper.md
index 247db1b83..eb7f16b51 100644
--- a/website/documentation/users/clustering/cluster-dumper.md
+++ b/website/Map_Reduce_Folder/clustering/cluster-dumper.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Cluster Dumper
+redirect_from:
+    - /documentation/users/clustering/cluster-dumper
+    - /documentation/users/clustering/cluster-dumper.html
 ---
 
 <a name="ClusterDumper-Introduction"></a>
diff --git 
a/website/documentation/users/clustering/clustering-of-synthetic-control-data.md
 b/website/Map_Reduce_Folder/clustering/clustering-of-synthetic-control-data.md
similarity index 94%
rename from 
website/documentation/users/clustering/clustering-of-synthetic-control-data.md
rename to 
website/Map_Reduce_Folder/clustering/clustering-of-synthetic-control-data.md
index 985db4533..c2991ed50 100644
--- 
a/website/documentation/users/clustering/clustering-of-synthetic-control-data.md
+++ 
b/website/Map_Reduce_Folder/clustering/clustering-of-synthetic-control-data.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Clustering of synthetic control data
+redirect_from:
+  - /documentation/users/clustering/clustering-of-synthetic-control-data
+  - /documentation/users/clustering/clustering-of-synthetic-control-data.html
 ---
 
 # Clustering synthetic control data
diff --git 
a/website/documentation/users/clustering/clustering-seinfeld-episodes.md 
b/website/Map_Reduce_Folder/clustering/clustering-seinfeld-episodes.md
similarity index 59%
rename from 
website/documentation/users/clustering/clustering-seinfeld-episodes.md
rename to website/Map_Reduce_Folder/clustering/clustering-seinfeld-episodes.md
index 8c6ea8e36..c592ac4a8 100644
--- a/website/documentation/users/clustering/clustering-seinfeld-episodes.md
+++ b/website/Map_Reduce_Folder/clustering/clustering-seinfeld-episodes.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Clustering Seinfeld Episodes
+redirect_from:
+    - /documentation/users/clustering/clustering-seinfeld-episodes
+    - /documentation/users/clustering/clustering-seinfeld-episodes.html
 ---
 
 Below is short tutorial on how to cluster Seinfeld episode transcripts with
diff --git a/website/documentation/users/clustering/clusteringyourdata.md 
b/website/Map_Reduce_Folder/clustering/clusteringyourdata.md
similarity index 97%
rename from website/documentation/users/clustering/clusteringyourdata.md
rename to website/Map_Reduce_Folder/clustering/clusteringyourdata.md
index 207707a66..8f78cf779 100644
--- a/website/documentation/users/clustering/clusteringyourdata.md
+++ b/website/Map_Reduce_Folder/clustering/clusteringyourdata.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: ClusteringYourData
+redirect_from:
+    - /documentation/users/clustering/clusteringyourdata
+    - /documentation/users/clustering/clusteringyourdata.html
 ---
 
 # Clustering your data
diff --git a/website/documentation/users/clustering/expectation-maximization.md 
b/website/Map_Reduce_Folder/clustering/expectation-maximization.md
similarity index 95%
rename from website/documentation/users/clustering/expectation-maximization.md
rename to website/Map_Reduce_Folder/clustering/expectation-maximization.md
index c35399deb..da750b877 100644
--- a/website/documentation/users/clustering/expectation-maximization.md
+++ b/website/Map_Reduce_Folder/clustering/expectation-maximization.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Expectation Maximization
+redirect_from:
+    - /documentation/users/clustering/expectation-maximization
+    - /documentation/users/clustering/expectation-maximization.html
 ---
 
 <a name="ExpectationMaximization-ExpectationMaximization"></a>
diff --git 
a/website/documentation/users/clustering/fuzzy-k-means-commandline.md 
b/website/Map_Reduce_Folder/clustering/fuzzy-k-means-commandline.md
similarity index 96%
rename from website/documentation/users/clustering/fuzzy-k-means-commandline.md
rename to website/Map_Reduce_Folder/clustering/fuzzy-k-means-commandline.md
index 4ee0e1cb5..d78b8f10b 100644
--- a/website/documentation/users/clustering/fuzzy-k-means-commandline.md
+++ b/website/Map_Reduce_Folder/clustering/fuzzy-k-means-commandline.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: fuzzy-k-means-commandline
+redirect_from:
+       - /documentation/users/clustering/fuzzy-k-means-commandline
+       - /documentation/users/clustering/fuzzy-k-means-commandline.html
 ---
 
 <a 
name="fuzzy-k-means-commandline-RunningFuzzyk-MeansClusteringfromtheCommandLine"></a>
diff --git a/website/documentation/users/clustering/fuzzy-k-means.md 
b/website/Map_Reduce_Folder/clustering/fuzzy-k-means.md
similarity index 98%
rename from website/documentation/users/clustering/fuzzy-k-means.md
rename to website/Map_Reduce_Folder/clustering/fuzzy-k-means.md
index e0a4fe5c9..d19ad0ff6 100644
--- a/website/documentation/users/clustering/fuzzy-k-means.md
+++ b/website/Map_Reduce_Folder/clustering/fuzzy-k-means.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Fuzzy K-Means
+redirect_from:
+    - /documentation/users/clustering/fuzzy-k-means
+    - /documentation/users/clustering/fuzzy-k-means.html
 ---
 
 # Fuzzy K-Means
diff --git a/website/documentation/users/clustering/hierarchical-clustering.md 
b/website/Map_Reduce_Folder/clustering/hierarchical-clustering.md
similarity index 72%
rename from website/documentation/users/clustering/hierarchical-clustering.md
rename to website/Map_Reduce_Folder/clustering/hierarchical-clustering.md
index 58a11cdd9..cd9a99617 100644
--- a/website/documentation/users/clustering/hierarchical-clustering.md
+++ b/website/Map_Reduce_Folder/clustering/hierarchical-clustering.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Hierarchical Clustering
+redirect_from:
+    - /documentation/users/clustering/hierarchical-clustering
+    - /documentation/users/clustering/hierarchical-clustering.html
 ---
 
 Hierarchical clustering is the process or finding bigger clusters, and also
diff --git a/website/documentation/users/clustering/k-means-clustering.md 
b/website/Map_Reduce_Folder/clustering/k-means-clustering.md
similarity index 98%
rename from website/documentation/users/clustering/k-means-clustering.md
rename to website/Map_Reduce_Folder/clustering/k-means-clustering.md
index 46844fbf4..4af5b0f78 100644
--- a/website/documentation/users/clustering/k-means-clustering.md
+++ b/website/Map_Reduce_Folder/clustering/k-means-clustering.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: K-Means Clustering
+redirect_from:
+    - /documentation/users/clustering/k-means-clustering
+    - /documentation/users/clustering/k-means-clustering.html
 ---
 
 # k-Means clustering - basics
diff --git a/website/documentation/users/clustering/k-means-commandline.md 
b/website/Map_Reduce_Folder/clustering/k-means-commandline.md
similarity index 96%
rename from website/documentation/users/clustering/k-means-commandline.md
rename to website/Map_Reduce_Folder/clustering/k-means-commandline.md
index 6c68932b5..7c89ed6df 100644
--- a/website/documentation/users/clustering/k-means-commandline.md
+++ b/website/Map_Reduce_Folder/clustering/k-means-commandline.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: k-means-commandline
+redirect_from:
+       - /documentation/users/clustering/k-means-commandline
+       - /documentation/users/clustering/k-means-commandline.html
 ---
 
 <a name="k-means-commandline-Introduction"></a>
diff --git 
a/website/documentation/users/clustering/latent-dirichlet-allocation.md 
b/website/Map_Reduce_Folder/clustering/latent-dirichlet-allocation.md
similarity index 98%
rename from 
website/documentation/users/clustering/latent-dirichlet-allocation.md
rename to website/Map_Reduce_Folder/clustering/latent-dirichlet-allocation.md
index 71af2ebe7..842c7069f 100644
--- a/website/documentation/users/clustering/latent-dirichlet-allocation.md
+++ b/website/Map_Reduce_Folder/clustering/latent-dirichlet-allocation.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Latent Dirichlet Allocation
+redirect_from:
+    - /documentation/users/clustering/latent-dirichlet/allocation
+    - /documentation/users/clustering/latent-dirichlet/allocation.html
 ---
 
 <a name="LatentDirichletAllocation-Overview"></a>
diff --git a/website/documentation/users/clustering/lda-commandline.md 
b/website/Map_Reduce_Folder/clustering/lda-commandline.md
similarity index 96%
rename from website/documentation/users/clustering/lda-commandline.md
rename to website/Map_Reduce_Folder/clustering/lda-commandline.md
index 5629ddcfe..f5c135e7c 100644
--- a/website/documentation/users/clustering/lda-commandline.md
+++ b/website/Map_Reduce_Folder/clustering/lda-commandline.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: lda-commandline
+redirect_from:
+    - /documentation/users/clustering/lda-commandline
+    - /documentation/users/clustering/lda-commandline.html
 ---
 
 <a 
name="lda-commandline-RunningLatentDirichletAllocation(algorithm)fromtheCommandLine"></a>
diff --git 
a/website/documentation/users/clustering/llr---log-likelihood-ratio.md 
b/website/Map_Reduce_Folder/clustering/llr---log-likelihood-ratio.md
similarity index 93%
rename from website/documentation/users/clustering/llr---log-likelihood-ratio.md
rename to website/Map_Reduce_Folder/clustering/llr---log-likelihood-ratio.md
index 07bc6d350..fcb496836 100644
--- a/website/documentation/users/clustering/llr---log-likelihood-ratio.md
+++ b/website/Map_Reduce_Folder/clustering/llr---log-likelihood-ratio.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: LLR - Log-likelihood Ratio
+redirect_from:
+    - /documentation/users/clustering/llr---log-likelihood-ratio
+    - /documentation/users/clustering/llr---log-likelihood-ratio.html
 ---
 
 # Likelihood ratio test
diff --git a/website/documentation/users/clustering/spectral-clustering.md 
b/website/Map_Reduce_Folder/clustering/spectral-clustering.md
similarity index 97%
rename from website/documentation/users/clustering/spectral-clustering.md
rename to website/Map_Reduce_Folder/clustering/spectral-clustering.md
index 67e57ec0a..39e1dbf38 100644
--- a/website/documentation/users/clustering/spectral-clustering.md
+++ b/website/Map_Reduce_Folder/clustering/spectral-clustering.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Spectral Clustering
+redirect_from:
+    - /documentation/users/clustering/spectral-clustering
+    - /documentation/users/clustering/spectral-clustering.html
 ---
 
 # Spectral Clustering Overview
diff --git a/website/documentation/users/clustering/streaming-k-means.md 
b/website/Map_Reduce_Folder/clustering/streaming-k-means.md
similarity index 99%
rename from website/documentation/users/clustering/streaming-k-means.md
rename to website/Map_Reduce_Folder/clustering/streaming-k-means.md
index 9c9327970..79fea5a39 100644
--- a/website/documentation/users/clustering/streaming-k-means.md
+++ b/website/Map_Reduce_Folder/clustering/streaming-k-means.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Spectral Clustering
+redirect_from:
+  - /documentation/users/clustering/streaming-k-means
+  - /documentation/users/clustering/streaming-k-means.html
 ---
 
 # *StreamingKMeans* algorithm 
diff --git a/website/documentation/users/clustering/viewing-result.md 
b/website/Map_Reduce_Folder/clustering/viewing-result.md
similarity index 73%
rename from website/documentation/users/clustering/viewing-result.md
rename to website/Map_Reduce_Folder/clustering/viewing-result.md
index 920fcff3a..06f8dc5f0 100644
--- a/website/documentation/users/clustering/viewing-result.md
+++ b/website/Map_Reduce_Folder/clustering/viewing-result.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Viewing Result
+redirect_from:
+    - /documentation/users/clustering/viewing-result
+    - /documentation/users/clustering/viewing-result.html
 ---
 
 * [Algorithm Viewing pages](#ViewingResult-AlgorithmViewingpages)
diff --git a/website/documentation/users/clustering/viewing-results.md 
b/website/Map_Reduce_Folder/clustering/viewing-results.md
similarity index 90%
rename from website/documentation/users/clustering/viewing-results.md
rename to website/Map_Reduce_Folder/clustering/viewing-results.md
index 814ca26c5..3e7726d3d 100644
--- a/website/documentation/users/clustering/viewing-results.md
+++ b/website/Map_Reduce_Folder/clustering/viewing-results.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Viewing Results
+redirect_from:
+    - /documentation/users/clustering/viewing-results
+    - /documentation/users/clustering/viewing-results.html
 ---
 
 <a name="ViewingResults-Intro"></a>
diff --git 
a/website/documentation/users/clustering/visualizing-sample-clusters.md 
b/website/Map_Reduce_Folder/clustering/visualizing-sample-clusters.md
similarity index 93%
rename from 
website/documentation/users/clustering/visualizing-sample-clusters.md
rename to website/Map_Reduce_Folder/clustering/visualizing-sample-clusters.md
index d89bc323c..4d81ae4e2 100644
--- a/website/documentation/users/clustering/visualizing-sample-clusters.md
+++ b/website/Map_Reduce_Folder/clustering/visualizing-sample-clusters.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Visualizing Sample Clusters
+redirect_from:
+    - /documentation/users/clustering/visualizing-sample-clusters
+    - /documentation/users/clustering/visualizing-sample-clusters.html
 ---
 
 <a name="VisualizingSampleClusters-Introduction"></a>
diff --git a/website/documentation/users/misc/mr---map-reduce.md 
b/website/Map_Reduce_Folder/misc/mr---map-reduce.md
similarity index 83%
rename from website/documentation/users/misc/mr---map-reduce.md
rename to website/Map_Reduce_Folder/misc/mr---map-reduce.md
index b58c5af7d..8363b8eeb 100644
--- a/website/documentation/users/misc/mr---map-reduce.md
+++ b/website/Map_Reduce_Folder/misc/mr---map-reduce.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: MR - Map Reduce
+redirect_from:
+    - /documentation/users/misc/mr---map-reduce
+    - /documentation/users/misc/mr---map-reduce.html
 ---
 
 {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/Map_Reduce_Folder/misc/parallel-frequent-pattern-mining.md
similarity index 97%
rename from website/documentation/users/misc/parallel-frequent-pattern-mining.md
rename to website/Map_Reduce_Folder/misc/parallel-frequent-pattern-mining.md
index 094137e66..dbda76272 100644
--- a/website/documentation/users/misc/parallel-frequent-pattern-mining.md
+++ b/website/Map_Reduce_Folder/misc/parallel-frequent-pattern-mining.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Parallel Frequent Pattern Mining
+redirect_from:
+    - /documentation/users/misc/parallel-frequent-pattern-mining
+    - /documentation/users/misc/parallel-frequent-pattern-mining.html
 ---
 
 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)
diff --git a/website/documentation/users/misc/perceptron-and-winnow.md 
b/website/Map_Reduce_Folder/misc/perceptron-and-winnow.md
similarity index 92%
rename from website/documentation/users/misc/perceptron-and-winnow.md
rename to website/Map_Reduce_Folder/misc/perceptron-and-winnow.md
index e16a85148..9e36aa261 100644
--- a/website/documentation/users/misc/perceptron-and-winnow.md
+++ b/website/Map_Reduce_Folder/misc/perceptron-and-winnow.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Perceptron and Winnow
+redirect_from:
+    - /documentation/users/misc/perceptron-and-winnow
+    - /documentation/users/misc/perceptron-and-winnow.html
 ---
 
 <a name="PerceptronandWinnow-ClassificationwithPerceptronorWinnow"></a>
diff --git a/website/documentation/users/misc/testing.md 
b/website/Map_Reduce_Folder/misc/testing.md
similarity index 93%
rename from website/documentation/users/misc/testing.md
rename to website/Map_Reduce_Folder/misc/testing.md
index 0ec1f136d..eb8ef367f 100644
--- a/website/documentation/users/misc/testing.md
+++ b/website/Map_Reduce_Folder/misc/testing.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Testing
+redirect_from:
+    - /documentation/users/misc/testing
+    - /documentation/users/misc/testing.html
 ---
 
 <a name="Testing-Intro"></a>
diff --git 
a/website/documentation/users/misc/using-mahout-with-python-via-jpype.md 
b/website/Map_Reduce_Folder/misc/using-mahout-with-python-via-jpype.md
similarity index 97%
rename from 
website/documentation/users/misc/using-mahout-with-python-via-jpype.md
rename to website/Map_Reduce_Folder/misc/using-mahout-with-python-via-jpype.md
index 897dd93aa..9b51c63d4 100644
--- a/website/documentation/users/misc/using-mahout-with-python-via-jpype.md
+++ b/website/Map_Reduce_Folder/misc/using-mahout-with-python-via-jpype.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Using Mahout with Python via JPype
+redirect_from:
+    - /documentation/users/misc/using-mahout-with-python-via-jpype
+    - /documentation/users/misc/using-mahout-with-python-via-jpype.html
 ---
 
 <a name="UsingMahoutwithPythonviaJPype-overview"></a>
diff --git a/website/documentation/users/recommender/intro-als-hadoop.md 
b/website/Map_Reduce_Folder/recommender/intro-als-hadoop.md
similarity index 98%
rename from website/documentation/users/recommender/intro-als-hadoop.md
rename to website/Map_Reduce_Folder/recommender/intro-als-hadoop.md
index 207281ff6..1fff25b7a 100644
--- a/website/documentation/users/recommender/intro-als-hadoop.md
+++ b/website/Map_Reduce_Folder/recommender/intro-als-hadoop.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Introduction to ALS Recommendations with Hadoop
+redirect_from:
+    - /documentation/users/recommender/intro-als-hadoop
+    - /documentation/users/recommender/intro-als-hadoop.html
 ---
 
 # Introduction to ALS Recommendations with Hadoop
diff --git 
a/website/documentation/users/recommender/intro-cooccurrence-spark.md 
b/website/Map_Reduce_Folder/recommender/intro-cooccurrence-spark.md
similarity index 99%
rename from website/documentation/users/recommender/intro-cooccurrence-spark.md
rename to website/Map_Reduce_Folder/recommender/intro-cooccurrence-spark.md
index 664a40b90..aa5469b5d 100644
--- a/website/documentation/users/recommender/intro-cooccurrence-spark.md
+++ b/website/Map_Reduce_Folder/recommender/intro-cooccurrence-spark.md
@@ -1,6 +1,9 @@
 ---
 layout: doc-page
 title: Building a Mahout Recommender
+redirect_from:
+      - /documentation/users/recommender/intro-cooccurrence-spark
+      - /documentation/users/recommender/intro-cooccurrence-spark.html
 ---
 
 # Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI
diff --git a/website/documentation/users/recommender/intro-itembased-hadoop.md 
b/website/Map_Reduce_Folder/recommender/intro-itembased-hadoop.md
similarity index 97%
rename from website/documentation/users/recommender/intro-itembased-hadoop.md
rename to website/Map_Reduce_Folder/recommender/intro-itembased-hadoop.md
index afb16457a..7467dba5d 100644
--- a/website/documentation/users/recommender/intro-itembased-hadoop.md
+++ b/website/Map_Reduce_Folder/recommender/intro-itembased-hadoop.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Introduction to Item-Based Recommendations with Hadoop
+redirect_from:
+    - /documentation/users/recommender/intro-itembased-hadoop
+    - /documentation/users/recommender/intro-itembased-hadoop.html
 ---
 
 # Introduction to Item-Based Recommendations with Hadoop
diff --git a/website/documentation/users/recommender/matrix-factorization.md 
b/website/Map_Reduce_Folder/recommender/matrix-factorization.md
similarity index 98%
rename from website/documentation/users/recommender/matrix-factorization.md
rename to website/Map_Reduce_Folder/recommender/matrix-factorization.md
index 3d76986de..bbcbabd6b 100644
--- a/website/documentation/users/recommender/matrix-factorization.md
+++ b/website/Map_Reduce_Folder/recommender/matrix-factorization.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Introduction to Matrix Factorization for Recommendation Mining
+redirect_from:
+    - /documentation/users/recommender/matrix-factorization
+    - /documentation/users/recommender/matrix-factorization.html
 ---
 
 <a name="MatrixFactorization-Intro"></a>
diff --git a/website/documentation/users/recommender/quickstart.md 
b/website/Map_Reduce_Folder/recommender/quickstart.md
similarity index 96%
rename from website/documentation/users/recommender/quickstart.md
rename to website/Map_Reduce_Folder/recommender/quickstart.md
index 4edabb942..8989f0bb2 100644
--- a/website/documentation/users/recommender/quickstart.md
+++ b/website/Map_Reduce_Folder/recommender/quickstart.md
@@ -1,6 +1,9 @@
 ---
 layout: doc-page
 title: Recommender Overview
+redirect_from:
+    - /documentation/users/recommender/quickstart
+    - /documentation/users/recommender/quickstart.html
 ---
 
 
diff --git 
a/website/documentation/users/recommender/recommender-documentation.md 
b/website/Map_Reduce_Folder/recommender/recommender-documentation.md
similarity index 98%
rename from website/documentation/users/recommender/recommender-documentation.md
rename to website/Map_Reduce_Folder/recommender/recommender-documentation.md
index 808bd8d73..a29186714 100644
--- a/website/documentation/users/recommender/recommender-documentation.md
+++ b/website/Map_Reduce_Folder/recommender/recommender-documentation.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Recommender Documentation
+redirect_from:
+    - /documentation/users/recommender/recommender-documentation
+    - /documentation/users/recommender/recommender-documentation.html
 ---
 
 <a name="RecommenderDocumentation-Overview"></a>
diff --git 
a/website/documentation/users/recommender/recommender-first-timer-faq.md 
b/website/Map_Reduce_Folder/recommender/recommender-first-timer-faq.md
similarity index 94%
rename from 
website/documentation/users/recommender/recommender-first-timer-faq.md
rename to website/Map_Reduce_Folder/recommender/recommender-first-timer-faq.md
index d4a86bc8f..3e40f6d4c 100644
--- a/website/documentation/users/recommender/recommender-first-timer-faq.md
+++ b/website/Map_Reduce_Folder/recommender/recommender-first-timer-faq.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: Recommender First-Timer FAQ
+redirect_from:
+    - /documentation/users/recommender/recommender-first-timer-faq
+    - /documentation/users/recommender/recommender-first-timer-faq.html
 ---
 
 # Recommender First Timer Dos and Don'ts
diff --git a/website/documentation/users/recommender/userbased-5-minutes.md 
b/website/Map_Reduce_Folder/recommender/userbased-5-minutes.md
similarity index 97%
rename from website/documentation/users/recommender/userbased-5-minutes.md
rename to website/Map_Reduce_Folder/recommender/userbased-5-minutes.md
index 32132ef9c..3536ddcbc 100644
--- a/website/documentation/users/recommender/userbased-5-minutes.md
+++ b/website/Map_Reduce_Folder/recommender/userbased-5-minutes.md
@@ -1,6 +1,9 @@
 ---
 layout: default
 title: User Based Recommender in 5 Minutes
+redirect_from:
+  - /documentation/users/recommender/userbased-5-minutes
+  - /documentation/users/recommender/userbased-5-minutes.html
 ---
 
 # Creating a User-Based Recommender in 5 minutes
diff --git a/website/_config.yml b/website/_config.yml
index 2212587d7..ad539a9af 100644
--- a/website/_config.yml
+++ b/website/_config.yml
@@ -45,6 +45,7 @@ kramdown:
 plugins:
   - jekyll-feed
   - jekyll-latex
+  - jekyll-redirect-from
 
 # Exclude from processing.
 # The following items will not be processed, by default. Create a custom list
diff --git a/website/documentation/users/basics/mahoutintegration.md 
b/website/documentation/users/basics/mahoutintegration.md
deleted file mode 100644
index 8c58b4be4..000000000
--- a/website/documentation/users/basics/mahoutintegration.md
+++ /dev/null
@@ -1,4 +0,0 @@
----
-layout: default
-title: MahoutIntegration
----
diff --git a/website/documentation/users/index.md 
b/website/documentation/users/index.md
index 9b172307e..fb7488822 100644
--- a/website/documentation/users/index.md
+++ b/website/documentation/users/index.md
@@ -6,7 +6,7 @@ title: User's Guide
 # Apache Mahout User's Guide
 
 Apache Mahout is a powerful, scalable, and versatile machine learning library 
designed for distributed data processing. 
-It offers a comprehensive set of algorithms for various tasks, including 
classification, clustering, recommendation, and
+It offers a comprehensive set of algorithms for various tasks, including 
Classification, clustering, recommendation, and
 pattern mining. Built on top of the Apache Hadoop ecosystem, Mahout leverages 
MapReduce and Spark to enable data 
 processing on large-scale datasets.
 
@@ -16,7 +16,7 @@ library for your machine learning projects.
 ## Key Features
 
 - **Scalability**: Apache Mahout is designed to handle large-scale data 
processing by leveraging the power of Hadoop and Spark, making it an excellent 
choice for big data machine learning projects.
-- **Versatility**: Mahout offers a wide range of machine learning algorithms, 
covering classification, clustering, recommendation, and more, ensuring that 
you have the right tools for your specific use case.
+- **Versatility**: Mahout offers a wide range of machine learning algorithms, 
covering Classification, clustering, recommendation, and more, ensuring that 
you have the right tools for your specific use case.
 - **Extensibility**: The library is easily extensible, allowing you to add 
custom algorithms and processing steps to meet your unique requirements.
 - **Integration**: Mahout seamlessly integrates with other components of the 
Hadoop ecosystem, such as HDFS and HBase, simplifying data storage and 
retrieval in your projects.
 
@@ -35,151 +35,151 @@ for your machine learning projects, harnessing the power 
of big data processing
 
 [Index](/documentation/users/index.html)
 
-[Twenty Newsgroups](/documentation/users/classification/twenty-newsgroups.html)
+[Twenty Newsgroups](/Map_Reduce_Folder/Classification/twenty-newsgroups.html)
 
-[Random Forests](/documentation/users/classification/random-forests.html)
+[Random Forests](/Map_Reduce_Folder/Classification/random-forests.html)
 
-[Partial 
Implementation](/documentation/users/classification/partial-implementation.html)
+[Partial 
Implementation](/Map_Reduce_Folder/Classification/partial-implementation.html)
 
-[Breiman Example](/documentation/users/classification/breiman-example.html)
+[Breiman Example](/Map_Reduce_Folder/Classification/breiman-example.html)
 
-[Neural Network](/documentation/users/classification/neural-network.html)
+[Neural Network](/Map_Reduce_Folder/Classification/neural-network.html)
 
-[Restricted Boltzmann 
Machines](/documentation/users/classification/restricted-boltzmann-machines.html)
+[Restricted Boltzmann 
Machines](/Map_Reduce_Folder/Classification/restricted-boltzmann-machines.html)
 
-[Logistic 
Regression](/documentation/users/classification/logistic-regression.html)
+[Logistic 
Regression](/Map_Reduce_Folder/Classification/logistic-regression.html)
 
-[Class Discovery](/documentation/users/classification/class-discovery.html)
+[Class Discovery](/Map_Reduce_Folder/Classification/class-discovery.html)
 
-[Naivebayes](/documentation/users/classification/naivebayes.html)
+[Naivebayes](/Map_Reduce_Folder/Classification/naivebayes.html)
 
-[Bayesian 
Commandline](/documentation/users/classification/bayesian-commandline.html)
+[Bayesian 
Commandline](/Map_Reduce_Folder/Classification/bayesian-commandline.html)
 
-[Wikipedia Classifier 
Example](/documentation/users/classification/wikipedia-classifier-example.html)
+[Wikipedia Classifier 
Example](/Map_Reduce_Folder/Classification/wikipedia-classifier-example.html)
 
-[Bayesian](/documentation/users/classification/bayesian.html)
+[Bayesian](/Map_Reduce_Folder/Classification/bayesian.html)
 
-[Support Vector 
Machines](/documentation/users/classification/support-vector-machines.html)
+[Support Vector 
Machines](/Map_Reduce_Folder/Classification/support-vector-machines.html)
 
-[Hidden Markov 
Models](/documentation/users/classification/hidden-markov-models.html)
+[Hidden Markov 
Models](/Map_Reduce_Folder/Classification/hidden-markov-models.html)
 
-[Locally Weighted Linear 
Regression](/documentation/users/classification/locally-weighted-linear-regression.html)
+[Locally Weighted Linear 
Regression](/Map_Reduce_Folder/Classification/locally-weighted-linear-regression.html)
 
-[Mlp](/documentation/users/classification/mlp.html)
+[Mlp](/Map_Reduce_Folder/Classification/mlp.html)
 
-[Bankmarketing 
Example](/documentation/users/classification/bankmarketing-example.html)
+[Bankmarketing 
Example](/Map_Reduce_Folder/Classification/bankmarketing-example.html)
 
-[Classifyingyourdata](/documentation/users/classification/classifyingyourdata.html)
+[Classifyingyourdata](/Map_Reduce_Folder/Classification/classifyingyourdata.html)
 
-[Using Mahout With Python Via 
Jpype](/documentation/users/misc/using-mahout-with-python-via-jpype.html)
+[Using Mahout With Python Via 
Jpype](/Map_Reduce_Folder/misc/using-mahout-with-python-via-jpype.html)
 
-[Perceptron And Winnow](/documentation/users/misc/perceptron-and-winnow.html)
+[Perceptron And Winnow](/Map_Reduce_Folder/misc/perceptron-and-winnow.html)
 
-[Testing](/documentation/users/misc/testing.html)
+[Testing](/Map_Reduce_Folder/misc/testing.html)
 
-[Parallel Frequent Pattern 
Mining](/documentation/users/misc/parallel-frequent-pattern-mining.html)
+[Parallel Frequent Pattern 
Mining](/Map_Reduce_Folder/misc/parallel-frequent-pattern-mining.html)
 
-[Mr   Map Reduce](/documentation/users/misc/mr---map-reduce.html)
+[Mr   Map Reduce](/Map_Reduce_Folder/misc/mr---map-reduce.html)
 
-[Matrix And Vector 
Needs](/documentation/users/basics/matrix-and-vector-needs.html)
+[Matrix And Vector 
Needs](/Map_Reduce_Folder/basics/matrix-and-vector-needs.html)
 
-[Independent Component 
Analysis](/documentation/users/basics/independent-component-analysis.html)
+[Independent Component 
Analysis](/Map_Reduce_Folder/basics/independent-component-analysis.html)
 
-[Creating Vectors](/documentation/users/basics/creating-vectors.html)
+[Creating Vectors](/Map_Reduce_Folder/basics/creating-vectors.html)
 
-[System Requirements](/documentation/users/basics/system-requirements.html)
+[System Requirements](/Map_Reduce_Folder/basics/system-requirements.html)
 
-[Collections](/documentation/users/basics/collections.html)
+[Collections](/Map_Reduce_Folder/basics/collections.html)
 
-[Creating Vectors From 
Text](/documentation/users/basics/creating-vectors-from-text.html)
+[Creating Vectors From 
Text](/Map_Reduce_Folder/basics/creating-vectors-from-text.html)
 
-[Mahout Collections](/documentation/users/basics/mahout-collections.html)
+[Mahout Collections](/Map_Reduce_Folder/basics/mahout-collections.html)
 
-[Collocations](/documentation/users/basics/collocations.html)
+[Collocations](/Map_Reduce_Folder/basics/collocations.html)
 
-[Algorithms](/documentation/users/basics/algorithms.html)
+[Algorithms](/Map_Reduce_Folder/basics/algorithms.html)
 
-[Svd   Singular Value 
Decomposition](/documentation/users/basics/svd---singular-value-decomposition.html)
+[Svd   Singular Value 
Decomposition](/Map_Reduce_Folder/basics/svd---singular-value-decomposition.html)
 
-[Tf Idf   Term Frequency Inverse Document 
Frequency](/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.html)
+[Tf Idf   Term Frequency Inverse Document 
Frequency](/Map_Reduce_Folder/basics/tf-idf---term-frequency-inverse-document-frequency.html)
 
-[Principal Components 
Analysis](/documentation/users/basics/principal-components-analysis.html)
+[Principal Components 
Analysis](/Map_Reduce_Folder/basics/principal-components-analysis.html)
 
-[Gaussian Discriminative 
Analysis](/documentation/users/basics/gaussian-discriminative-analysis.html)
+[Gaussian Discriminative 
Analysis](/Map_Reduce_Folder/basics/gaussian-discriminative-analysis.html)
 
-[Mahoutintegration](/documentation/users/basics/mahoutintegration.html)
+[Mahoutintegration](/Map_Reduce_Folder/basics/mahoutintegration.html)
 
-[D Ssvd](/documentation/users/algorithms/d-ssvd.html)
+[D Ssvd](/Map_Reduce_Folder/algorithms/d-ssvd.html)
 
-[D Als](/documentation/users/algorithms/d-als.html)
+[D Als](/Map_Reduce_Folder/algorithms/d-als.html)
 
-[Spark Naive Bayes](/documentation/users/algorithms/spark-naive-bayes.html)
+[Spark Naive Bayes](/Map_Reduce_Folder/algorithms/spark-naive-bayes.html)
 
-[Intro Cooccurrence 
Spark](/documentation/users/algorithms/intro-cooccurrence-spark.html)
+[Intro Cooccurrence 
Spark](/Map_Reduce_Folder/algorithms/intro-cooccurrence-spark.html)
 
-[Recommender 
Overview](/documentation/users/algorithms/recommender-overview.html)
+[Recommender Overview](/Map_Reduce_Folder/algorithms/recommender-overview.html)
 
-[D Spca](/documentation/users/algorithms/d-spca.html)
+[D Spca](/Map_Reduce_Folder/algorithms/d-spca.html)
 
-[D Qr](/documentation/users/algorithms/d-qr.html)
+[D Qr](/Map_Reduce_Folder/algorithms/d-qr.html)
 
-[Clustering Of Synthetic Control 
Data](/documentation/users/clustering/clustering-of-synthetic-control-data.html)
+[Clustering Of Synthetic Control 
Data](/Map_Reduce_Folder/clustering/clustering-of-synthetic-control-data.html)
 
-[Canopy Commandline](/documentation/users/clustering/canopy-commandline.html)
+[Canopy Commandline](/Map_Reduce_Folder/clustering/canopy-commandline.html)
 
-[Latent Dirichlet 
Allocation](/documentation/users/clustering/latent-dirichlet-allocation.html)
+[Latent Dirichlet 
Allocation](/Map_Reduce_Folder/clustering/latent-dirichlet-allocation.html)
 
-[Visualizing Sample 
Clusters](/documentation/users/clustering/visualizing-sample-clusters.html)
+[Visualizing Sample 
Clusters](/Map_Reduce_Folder/clustering/visualizing-sample-clusters.html)
 
-[K Means Clustering](/documentation/users/clustering/k-means-clustering.html)
+[K Means Clustering](/Map_Reduce_Folder/clustering/k-means-clustering.html)
 
-[Spectral Clustering](/documentation/users/clustering/spectral-clustering.html)
+[Spectral Clustering](/Map_Reduce_Folder/clustering/spectral-clustering.html)
 
-[Viewing Results](/documentation/users/clustering/viewing-results.html)
+[Viewing Results](/Map_Reduce_Folder/clustering/viewing-results.html)
 
-[K Means Commandline](/documentation/users/clustering/k-means-commandline.html)
+[K Means Commandline](/Map_Reduce_Folder/clustering/k-means-commandline.html)
 
-[Viewing Result](/documentation/users/clustering/viewing-result.html)
+[Viewing Result](/Map_Reduce_Folder/clustering/viewing-result.html)
 
-[Expectation 
Maximization](/documentation/users/clustering/expectation-maximization.html)
+[Expectation 
Maximization](/Map_Reduce_Folder/clustering/expectation-maximization.html)
 
-[20Newsgroups](/documentation/users/clustering/20newsgroups.html)
+[20Newsgroups](/Map_Reduce_Folder/clustering/20newsgroups.html)
 
-[Llr   Log Likelihood 
Ratio](/documentation/users/clustering/llr---log-likelihood-ratio.html)
+[Llr   Log Likelihood 
Ratio](/Map_Reduce_Folder/clustering/llr---log-likelihood-ratio.html)
 
-[Clusteringyourdata](/documentation/users/clustering/clusteringyourdata.html)
+[Clusteringyourdata](/Map_Reduce_Folder/clustering/clusteringyourdata.html)
 
-[Fuzzy K Means](/documentation/users/clustering/fuzzy-k-means.html)
+[Fuzzy K Means](/Map_Reduce_Folder/clustering/fuzzy-k-means.html)
 
-[Hierarchical 
Clustering](/documentation/users/clustering/hierarchical-clustering.html)
+[Hierarchical 
Clustering](/Map_Reduce_Folder/clustering/hierarchical-clustering.html)
 
-[Canopy Clustering](/documentation/users/clustering/canopy-clustering.html)
+[Canopy Clustering](/Map_Reduce_Folder/clustering/canopy-clustering.html)
 
-[Streaming K Means](/documentation/users/clustering/streaming-k-means.html)
+[Streaming K Means](/Map_Reduce_Folder/clustering/streaming-k-means.html)
 
-[Cluster Dumper](/documentation/users/clustering/cluster-dumper.html)
+[Cluster Dumper](/Map_Reduce_Folder/clustering/cluster-dumper.html)
 
-[Clustering Seinfeld 
Episodes](/documentation/users/clustering/clustering-seinfeld-episodes.html)
+[Clustering Seinfeld 
Episodes](/Map_Reduce_Folder/clustering/clustering-seinfeld-episodes.html)
 
-[Lda Commandline](/documentation/users/clustering/lda-commandline.html)
+[Lda Commandline](/Map_Reduce_Folder/clustering/lda-commandline.html)
 
-[Fuzzy K Means 
Commandline](/documentation/users/clustering/fuzzy-k-means-commandline.html)
+[Fuzzy K Means 
Commandline](/Map_Reduce_Folder/clustering/fuzzy-k-means-commandline.html)
 
-[Recommender First Timer 
Faq](/documentation/users/recommender/recommender-first-timer-faq.html)
+[Recommender First Timer 
Faq](/Map_Reduce_Folder/recommender/recommender-first-timer-faq.html)
 
-[Matrix 
Factorization](/documentation/users/recommender/matrix-factorization.html)
+[Matrix 
Factorization](/Map_Reduce_Folder/recommender/matrix-factorization.html)
 
-[Recommender 
Documentation](/documentation/users/recommender/recommender-documentation.html)
+[Recommender 
Documentation](/Map_Reduce_Folder/recommender/recommender-documentation.html)
 
-[Quickstart](/documentation/users/recommender/quickstart.html)
+[Quickstart](/Map_Reduce_Folder/recommender/quickstart.html)
 
-[Intro Itembased 
Hadoop](/documentation/users/recommender/intro-itembased-hadoop.html)
+[Intro Itembased 
Hadoop](/Map_Reduce_Folder/recommender/intro-itembased-hadoop.html)
 
-[Userbased 5 
Minutes](/documentation/users/recommender/userbased-5-minutes.html)
+[Userbased 5 Minutes](/Map_Reduce_Folder/recommender/userbased-5-minutes.html)
 
-[Intro Cooccurrence 
Spark](/documentation/users/recommender/intro-cooccurrence-spark.html)
+[Intro Cooccurrence 
Spark](/Map_Reduce_Folder/recommender/intro-cooccurrence-spark.html)
 
-[Intro Als Hadoop](/documentation/users/recommender/intro-als-hadoop.html)
+[Intro Als Hadoop](/Map_Reduce_Folder/recommender/intro-als-hadoop.html)
 
 [In Core Reference](/documentation/users/environment/in-core-reference.html)
 

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