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From "Anant Khandelwal (JIRA)" <j...@apache.org>
Subject [jira] [Commented] (SYSTEMML-1437) Implement and scale Factorization Machines using SystemML
Date Mon, 22 May 2017 05:26:04 GMT

    [ https://issues.apache.org/jira/browse/SYSTEMML-1437?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16019153#comment-16019153
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Anant Khandelwal commented on SYSTEMML-1437:
--------------------------------------------

Hi I also want to work on this implementation  my gsoc proposal is https://docs.google.com/document/d/1_dcGnj4WdYmqgGpPJEuzdGXQWVDnft9QmvZEu4nd07M/edit#
It would be great if i will do this project.

> Implement and scale Factorization Machines using SystemML
> ---------------------------------------------------------
>
>                 Key: SYSTEMML-1437
>                 URL: https://issues.apache.org/jira/browse/SYSTEMML-1437
>             Project: SystemML
>          Issue Type: Task
>            Reporter: Imran Younus
>              Labels: factorization_machines, gsoc2017, machine_learning, mentor, recommender_system
>
> Factorization Machines have gained popularity in recent years due to their effectiveness
in recommendation systems. FMs are general predictors which allow to capture interactions
between all features in a features matrix. The feature matrices pertinent to the recommendation
systems are highly sparse. SystemML's highly efficient distributed sparse matrix operations
can be leveraged to implement FMs in a scalable fashion. Given the closed model equation of
FMs, the model parameters can be learned using gradient descent methods.
> This project aims to implement FMs as described in the first paper:
> http://www.algo.uni-konstanz.de/members/rendle/pdf/Rendle2010FM.pdf
> We'll showcase the scalability of SystemML implementation of FMs by creating an end-to-end
recommendation system.
> Basic understanding of machine learning and optimization techniques is required. Will
need to collaborate with the team to resolve scaling and other systems related issues.
> Rating: Medium
> Mentors:  [~iyounus], [~nakul02]



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