[SPARK-1506][MLLIB] Documentation improvements for MLlib 1.0 #422

mengxr · 2014-04-16T03:35:48Z

Preview: http://54.82.240.23:4000/mllib-guide.html

Table of contents:

Basics
- Data types
- Summary statistics
Classification and regression
- linear support vector machine (SVM)
- logistic regression
- linear linear squares, Lasso, and ridge regression
- decision tree
- naive Bayes
Collaborative Filtering
- alternating least squares (ALS)
Clustering
- k-means
Dimensionality reduction
- singular value decomposition (SVD)
- principal component analysis (PCA)
Optimization
- stochastic gradient descent
- limited-memory BFGS (L-BFGS)

AmplabJenkins · 2014-04-16T03:38:11Z

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mengxr · 2014-04-22T07:58:20Z

@yinxusen Thanks for reviewing the doc and testing the examples! All your comments were addressed except

// Load training data in LIBSVM format.
val data = MLUtils.loadLibSVMData(sc, "mllib/data/sample_libsvm_data.txt")
It should be
"mllib/data/sample_svm_data.txt"

I added sample_libsvm_data.txt in this PR.

dbtsai · 2014-04-22T08:01:18Z

docs/mllib-guide.md

If users include com.github.fommil.netlib:all:1.1.2 as a dependency, it will use fortran reference implementation which also requires gfortran runtime library. Maybe it worths to mention as well.

Mentioned both netlib-java and jblas need gfortran.

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mengxr · 2014-04-22T17:59:43Z

@pwendell Maybe we should merge this PR first for RC1 and then fix minor issues.

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pwendell · 2014-04-22T18:21:10Z

Thanks, merged

Preview: http://54.82.240.23:4000/mllib-guide.html Table of contents: * Basics * Data types * Summary statistics * Classification and regression * linear support vector machine (SVM) * logistic regression * linear linear squares, Lasso, and ridge regression * decision tree * naive Bayes * Collaborative Filtering * alternating least squares (ALS) * Clustering * k-means * Dimensionality reduction * singular value decomposition (SVD) * principal component analysis (PCA) * Optimization * stochastic gradient descent * limited-memory BFGS (L-BFGS) Author: Xiangrui Meng <[email protected]> Closes #422 from mengxr/mllib-doc and squashes the following commits: 944e3a9 [Xiangrui Meng] merge master f9fda28 [Xiangrui Meng] minor 9474065 [Xiangrui Meng] add alpha to ALS examples 928e630 [Xiangrui Meng] initialization_mode -> initializationMode 5bbff49 [Xiangrui Meng] add imports to labeled point examples c17440d [Xiangrui Meng] fix python nb example 28f40dc [Xiangrui Meng] remove localhost:4000 369a4d3 [Xiangrui Meng] Merge branch 'master' into mllib-doc 7dc95cc [Xiangrui Meng] update linear methods 053ad8a [Xiangrui Meng] add links to go back to the main page abbbf7e [Xiangrui Meng] update ALS argument names 648283e [Xiangrui Meng] level down statistics 14e2287 [Xiangrui Meng] add sample libsvm data and use it in guide 8cd2441 [Xiangrui Meng] minor updates 186ab07 [Xiangrui Meng] update section names 6568d65 [Xiangrui Meng] update toc, level up lr and svm 162ee12 [Xiangrui Meng] rename section names 5c1e1b1 [Xiangrui Meng] minor 8aeaba1 [Xiangrui Meng] wrap long lines 6ce6a6f [Xiangrui Meng] add summary statistics to toc 5760045 [Xiangrui Meng] claim beta cc604bf [Xiangrui Meng] remove classification and regression 92747b3 [Xiangrui Meng] make section titles consistent e605dd6 [Xiangrui Meng] add LIBSVM loader f639674 [Xiangrui Meng] add python section to migration guide c82ffb4 [Xiangrui Meng] clean optimization 31660eb [Xiangrui Meng] update linear algebra and stat 0a40837 [Xiangrui Meng] first pass over linear methods 1fc8271 [Xiangrui Meng] update toc 906ed0a [Xiangrui Meng] add a python example to naive bayes 5f0a700 [Xiangrui Meng] update collaborative filtering 656d416 [Xiangrui Meng] update mllib-clustering 86e143a [Xiangrui Meng] remove data types section from main page 8d1a128 [Xiangrui Meng] move part of linear algebra to data types and add Java/Python examples d1b5cbf [Xiangrui Meng] merge master 72e4804 [Xiangrui Meng] one pass over tree guide 64f8995 [Xiangrui Meng] move decision tree guide to a separate file 9fca001 [Xiangrui Meng] add first version of linear algebra guide 53c9552 [Xiangrui Meng] update dependencies f316ec2 [Xiangrui Meng] add migration guide f399f6c [Xiangrui Meng] move linear-algebra to dimensionality-reduction 182460f [Xiangrui Meng] add guide for naive Bayes 137fd1d [Xiangrui Meng] re-organize toc a61e434 [Xiangrui Meng] update mllib's toc (cherry picked from commit 26d35f3) Signed-off-by: Patrick Wendell <[email protected]>

AmplabJenkins · 2014-04-22T19:29:03Z

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Preview: http://54.82.240.23:4000/mllib-guide.html Table of contents: * Basics * Data types * Summary statistics * Classification and regression * linear support vector machine (SVM) * logistic regression * linear linear squares, Lasso, and ridge regression * decision tree * naive Bayes * Collaborative Filtering * alternating least squares (ALS) * Clustering * k-means * Dimensionality reduction * singular value decomposition (SVD) * principal component analysis (PCA) * Optimization * stochastic gradient descent * limited-memory BFGS (L-BFGS) Author: Xiangrui Meng <[email protected]> Closes apache#422 from mengxr/mllib-doc and squashes the following commits: 944e3a9 [Xiangrui Meng] merge master f9fda28 [Xiangrui Meng] minor 9474065 [Xiangrui Meng] add alpha to ALS examples 928e630 [Xiangrui Meng] initialization_mode -> initializationMode 5bbff49 [Xiangrui Meng] add imports to labeled point examples c17440d [Xiangrui Meng] fix python nb example 28f40dc [Xiangrui Meng] remove localhost:4000 369a4d3 [Xiangrui Meng] Merge branch 'master' into mllib-doc 7dc95cc [Xiangrui Meng] update linear methods 053ad8a [Xiangrui Meng] add links to go back to the main page abbbf7e [Xiangrui Meng] update ALS argument names 648283e [Xiangrui Meng] level down statistics 14e2287 [Xiangrui Meng] add sample libsvm data and use it in guide 8cd2441 [Xiangrui Meng] minor updates 186ab07 [Xiangrui Meng] update section names 6568d65 [Xiangrui Meng] update toc, level up lr and svm 162ee12 [Xiangrui Meng] rename section names 5c1e1b1 [Xiangrui Meng] minor 8aeaba1 [Xiangrui Meng] wrap long lines 6ce6a6f [Xiangrui Meng] add summary statistics to toc 5760045 [Xiangrui Meng] claim beta cc604bf [Xiangrui Meng] remove classification and regression 92747b3 [Xiangrui Meng] make section titles consistent e605dd6 [Xiangrui Meng] add LIBSVM loader f639674 [Xiangrui Meng] add python section to migration guide c82ffb4 [Xiangrui Meng] clean optimization 31660eb [Xiangrui Meng] update linear algebra and stat 0a40837 [Xiangrui Meng] first pass over linear methods 1fc8271 [Xiangrui Meng] update toc 906ed0a [Xiangrui Meng] add a python example to naive bayes 5f0a700 [Xiangrui Meng] update collaborative filtering 656d416 [Xiangrui Meng] update mllib-clustering 86e143a [Xiangrui Meng] remove data types section from main page 8d1a128 [Xiangrui Meng] move part of linear algebra to data types and add Java/Python examples d1b5cbf [Xiangrui Meng] merge master 72e4804 [Xiangrui Meng] one pass over tree guide 64f8995 [Xiangrui Meng] move decision tree guide to a separate file 9fca001 [Xiangrui Meng] add first version of linear algebra guide 53c9552 [Xiangrui Meng] update dependencies f316ec2 [Xiangrui Meng] add migration guide f399f6c [Xiangrui Meng] move linear-algebra to dimensionality-reduction 182460f [Xiangrui Meng] add guide for naive Bayes 137fd1d [Xiangrui Meng] re-organize toc a61e434 [Xiangrui Meng] update mllib's toc

…publish Move Spark docker image generator publish before Spark publish

…e#422)

…tifiedPath (apache#422)

mengxr added 9 commits April 15, 2014 21:48

update mllib's toc

a61e434

re-organize toc

137fd1d

add guide for naive Bayes

182460f

move linear-algebra to dimensionality-reduction

f399f6c

add migration guide

f316ec2

update dependencies

53c9552

add first version of linear algebra guide

9fca001

move decision tree guide to a separate file

64f8995

one pass over tree guide

72e4804

merge master

d1b5cbf

move part of linear algebra to data types and add Java/Python examples

8d1a128

mengxr added 2 commits April 16, 2014 12:20

remove data types section from main page

86e143a

update mllib-clustering

656d416

update collaborative filtering

5f0a700

dbtsai reviewed Apr 22, 2014
View reviewed changes

minor

f9fda28

merge master

944e3a9

asfgit closed this in 26d35f3 Apr 22, 2014

mengxr deleted the mllib-doc branch May 7, 2014 00:08

mccheah added a commit to mccheah/spark that referenced this pull request Nov 28, 2018

Merge pull request apache#422 from palantir/move-up-docker-generator-…

7dada57

…publish Move Spark docker image generator publish before Spark publish

bzhaoopenstack pushed a commit to bzhaoopenstack/spark that referenced this pull request Sep 11, 2019

Correct sed expression to match only cloud.conf (apache#422)

ea7cc5b

arjunshroff pushed a commit to arjunshroff/spark that referenced this pull request Nov 24, 2020

MapR [SPARK-427] Update kafka in Spark-2.4.0 to the 1.1.1-mapr (apach…

cee169b

…e#422)

turboFei pushed a commit to turboFei/spark that referenced this pull request Nov 6, 2025

[HADP-53958] Rename spark.jars.certifiedPath to spark.carmel.jars.cer…

d6a55a5

…tifiedPath (apache#422)

[SPARK-1506][MLLIB] Documentation improvements for MLlib 1.0 #422

[SPARK-1506][MLLIB] Documentation improvements for MLlib 1.0 #422

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