JarCasting
JarCasting JarCasting

Shifu

An open-source, end-to-end and distributed machine learning and data mining framework built on top of Hadoop.

Лицензия

Лицензия
Группа

Группа

ml.shifu
Идентификатор

Идентификатор

shifu
Последняя версия

Последняя версия

0.12.0
Дата

Дата
Тип

Тип

jar
Описание

Описание

Shifu
An open-source, end-to-end and distributed machine learning and data mining framework built on top of Hadoop.
Ссылка на сайт

Ссылка на сайт

https://github.com/ShifuML/shifu/
Система контроля версий

Система контроля версий

https://github.com/shifuml/shifu.git

Скачать shifu

Имя Файла Размер
shifu-0.12.0.pom
shifu-0.12.0.jar 1 MB
shifu-0.12.0-sources.jar 856 KB
shifu-0.12.0-javadoc.jar 2 MB
shifu-0.12.0-hdp-yarn.tar.gz 32 MB
Обзор

Как подключить последнюю версию

<!-- https://jarcasting.com/artifacts/ml.shifu/shifu/ -->
<dependency>
    <groupId>ml.shifu</groupId>
    <artifactId>shifu</artifactId>
    <version>0.12.0</version>
</dependency>
// https://jarcasting.com/artifacts/ml.shifu/shifu/
implementation 'ml.shifu:shifu:0.12.0'
// https://jarcasting.com/artifacts/ml.shifu/shifu/
implementation ("ml.shifu:shifu:0.12.0")
'ml.shifu:shifu:jar:0.12.0'
<dependency org="ml.shifu" name="shifu" rev="0.12.0">
  <artifact name="shifu" type="jar" />
</dependency>
@Grapes(
@Grab(group='ml.shifu', module='shifu', version='0.12.0')
)
libraryDependencies += "ml.shifu" % "shifu" % "0.12.0"
[ml.shifu/shifu "0.12.0"]

Зависимости

compile (22)

Идентификатор библиотеки Тип Версия
jline : jline jar 0.9.9
org.antlr : antlr-runtime jar 3.4
com.fasterxml.jackson.core : jackson-core jar 2.9.7
com.fasterxml.jackson.core : jackson-databind jar 2.9.7
com.google.guava : guava jar 14.0.1
org.encog : encog-core jar 3.0.0
com.typesafe.akka : akka-actor_2.10 jar 2.1.1
org.apache.commons : commons-compress jar 1.18
de.bwaldvogel : liblinear jar 1.92
org.apache.commons : commons-jexl jar 2.1.1
commons-collections : commons-collections jar 3.2.2
commons-codec : commons-codec jar 1.6
commons-lang : commons-lang jar 2.5
com.clearspring.analytics : stream jar 2.8.0
joda-time : joda-time jar 2.3
org.jpmml : pmml-model jar 1.4.1
org.jpmml : pmml-schema jar 1.3.8
com.sun.xml.bind : jaxb-impl jar 2.2.6
com.twitter : parquet-pig jar 1.6.0
org.apache.commons : commons-lang3 jar 3.3.2
org.apache.pig : piggybank jar 0.14.0
org.reflections : reflections jar 0.9.10

test (5)

Идентификатор библиотеки Тип Версия
org.easymock : easymock jar 3.1
org.powermock : powermock-module-testng jar 1.5.1
org.powermock : powermock-api-easymock jar 1.5.1
org.testng : testng jar 6.8
org.jpmml : pmml-evaluator jar 1.4.1

Модули Проекта

Данный проект не имеет модулей.

Shifu

Build Status
Maven Central

Download

Please download latest shifu here.

Getting Started

After shifu downloading, build your first model with Shifu tutorial. More details about shifu can be found in our wiki pages.

What is Shifu?

Shifu is an open-source, end-to-end machine learning and data mining framework built on top of Hadoop. Shifu is designed for data scientists, simplifying the life-cycle of building machine learning models. While originally built for fraud modeling, Shifu is generalized for many other modeling domains.

One of Shifu's pros is an end-to-end modeling pipeline in machine learning. With only configurations settings, a whole machine pipeline can be built and model can be much more easy to develop and push to production. The pipeline defined in Shifu is in below:

Shifu Pipeline

Shifu provides a simple command-line interface for each step of the model building process, including

Shifu’s fast Hadoop-based, distributed neural network / logistic regression / gradient boosted trees training can reduce model training time from days to hours on TB data sets. Shifu integrates with Pig workflows on Hadoop, and Shifu-trained models can be integrated into production code with a simple Java API. Shifu leverages Pig, Akka, Encog and other open source projects.

Guagua, an in-memory iterative computing framework on Hadoop YARN is developed as sub-project of Shifu to accelerate training progress.

More details about shifu can be found in our wiki pages

Conference

Contributors

Google Group

Please join Shifu group if questions, bugs or anything else.

Copyright and License

Copyright 2012-2019, PayPal Software Foundation under the Apache License.

ml.shifu

Shifu

Версии библиотеки

Версия
0.12.0
0.11.2
0.11.1
0.11.0
0.10.5
0.10.4
0.10.3
0.10.2
0.10.0