Apache Mahout: Difference between revisions

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Tutorials:
* [http://soat.developpez.com/tutoriels/nosql/introduction-mahout-devoxxfr2014/ Tutoriel sur Apache Mahout, un sous-projet Hadoop pour la mise en place d'outils de recommandation]
* [http://blogs.aws.amazon.com/bigdata/post/Tx1TDK3HHBD4EZL/Building-a-Recommender-with-Apache-Mahout-on-Amazon-Elastic-MapReduce-EMR Building a Recommender with Apache Mahout on Amazon Elastic MapReduce EMF]

Latest revision as of 13:21, 2 October 2014

Mahout-logo-brudman.png


Apache Mahout

No image.png

Developed by:
License: Free&Open source
Web page : Tool homepage
Tool type : Framework/Library/API,

Tool.png

The last edition of this page was on: 2014/10/02

The Completion level of this page is : Low


SHORT DESCRIPTION

[[has description::According to the home page (oct 1 2014): The Apache Mahout™ project's goal is to build a scalable machine learning library.

Quote: “Currently Mahout supports mainly three use cases: Recommendation mining takes users' behavior and from that tries to find items users might like. Clustering takes e.g. text documents and groups them into groups of topically related documents. Classification learns from exisiting categorized documents what documents of a specific category look like and is able to assign unlabelled documents to the (hopefully) correct category.”]]


TOOL CHARACTERISTICS

Usability

Authors of this page consider that this tool is difficult to use.

Tool orientation

This tool is designed for general purpose analysis.

Data mining type

This tool is made for Structured data mining, Text mining.

Manipulation type

This tool is designed for Data analysis.

IMPORT FORMAT :

EXPORT FORMAT :


Tool objective(s) in the field of Learning Sciences

Analysis & Visualisation of data
Predicting student performance
Student modelling
Social Network Analysis (SNA)
Constructing courseware

Providing feedback for supporting instructors:
Recommendations for students
Grouping students:
Developing concept maps:
Planning/scheduling/monitoring
Experimentation/observation

Tool can perform:

  • Data extraction of type:
  • Transformation of type:
  • Data analysis of type:
  • Data visualisation of type: (These visualisations can be interactive and updated in "real time")



ABOUT USERS

Tool is suitable for:

Students/Learners/Consumers
Teachers/Tutors/Managers
Researchers
Developers/Designers
Organisations/Institutions/Firms
Others

Required skills:

STATISTICS: Advanced

PROGRAMMING: Advanced

SYSTEM ADMINISTRATION: Medium

DATA MINING MODELS: Advanced



FREE TEXT


Tool version : Apache Mahout
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Developed by :
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Tool Web page : http://mahout.apache.org/
(blank line)
Tool type : Framework/Library/API
(blank line)
Free&Open source

No image.png

SHORT DESCRIPTION


According to the home page (oct 1 2014): The Apache Mahout™ project's goal is to build a scalable machine learning library.

Quote: “Currently Mahout supports mainly three use cases: Recommendation mining takes users' behavior and from that tries to find items users might like. Clustering takes e.g. text documents and groups them into groups of topically related documents. Classification learns from exisiting categorized documents what documents of a specific category look like and is able to assign unlabelled documents to the (hopefully) correct category.”

TOOL CHARACTERISTICS


Tool orientation Data mining type Usability
This tool is designed for general purpose analysis. This tool is designed for Structured data mining, Text mining. Authors of this page consider that this tool is difficult to use.
Data import format Data export format
. .
Tool objective(s) in the field of Learning Sciences

☑ Analysis & Visualisation of data
☑ Predicting student performance
☑ Student modelling
☑ Social Network Analysis (SNA)
☑ Constructing courseware

☑ Providing feedback for supporting instructors:
☑ Recommendations for students
☑ Grouping students:
☑ Developing concept maps:
☑ Planning/scheduling/monitoring
Experimentation/observation

Can perform data extraction of type:

Can perform data transformation of type:

Can perform data analysis of type:

Can perform data visualisation of type:
(These visualisations can be interactive and updated in "real time")


ABOUT USER


Tool is suitable for:
Students/Learners/Consumers:☑ Teachers/Tutors/Managers:☑ Researchers:☑ Organisations/Institutions/Firms:☑ Others:☑
Required skills:
Statistics: ADVANCED Programming: ADVANCED System administration: MEDIUM Data mining models: ADVANCED

OTHER TOOL INFORMATION


No screenshot.jpg
Mahout-logo-brudman.png
Apache Mahout
Free&Open source
http://mahout.apache.org/
[[has description::According to the home page (oct 1 2014):

The Apache Mahout™ project's goal is to build a scalable machine learning library.

Quote: “Currently Mahout supports mainly three use cases: Recommendation mining takes users' behavior and from that tries to find items users might like. Clustering takes e.g. text documents and groups them into groups of topically related documents. Classification learns from exisiting categorized documents what documents of a specific category look like and is able to assign unlabelled documents to the (hopefully) correct category.”]]

General analysis
Developers/Designers, Researchers
Advanced
Advanced
Medium
Advanced
Framework/Library/API
Structured data mining, Text mining
Data analysis
difficult to use
Low

Tutorials: