Project details for PredictionIO

Screenshot PredictionIO 0.7.0

by simonc - April 29, 2014, 20:59:57 CET [ Project Homepage BibTeX Download ]

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Description:

PredictionIO is an open source machine learning server for software developers and data engineers to create smarter software. Powerful predictive features, such as personalization, recommendation and content discovery, can be built easily with PredictionIO.

Changes to previous version:
  • Single machine version for small-to-medium scale deployments
  • Integrated GraphChi (disk-based large-scale graph computation) and algorithms: ALS, CCD++, SGD, CLiMF
  • Improved runtime for training and offline evaluation
  • Bug fixes

See release notes - https://predictionio.atlassian.net/secure/ReleaseNote.jspa?projectId=10000&version=11801

BibTeX Entry: Download
Supported Operating Systems: Linux, Windows, Mac
Data Formats: Any
Tags: Machine Learning, Predictive Analytics, Recommender System
Archive: download here

Other available revisons

Version Changelog Date
0.7.0
  • Single machine version for small-to-medium scale deployments
  • Integrated GraphChi (disk-based large-scale graph computation) and algorithms: ALS, CCD++, SGD, CLiMF
  • Improved runtime for training and offline evaluation
  • Bug fixes

See release notes - https://predictionio.atlassian.net/secure/ReleaseNote.jspa?projectId=10000&version=11801

April 29, 2014, 20:59:57
0.6.7
  • Bug fixes
  • Restrict recommended items using item start and end time
  • Add MongoDB sharding configuration
  • Support cron based scheduling
  • Change default algo to Log-likelihood
February 19, 2014, 01:46:58
0.6.5
  • Refactoring and bug fixes
  • Prevent unbounded HDFS temp usage
  • Admin server API documentation
January 1, 2014, 18:01:01
0.6.1
  • Added Item Similarity Engine. Now you can build features like Amazon's "Customers Who Bought This Item Also Bought...".
  • Updated the built-in Apache Mahout library to 0.8.
October 1, 2013, 16:01:07
0.5.2
  • Fixed Apache mirror issues
  • PredictionIO-ready AWS Instance
August 14, 2013, 17:41:22
0.5
  • Redesigned API allowing custom attributes and action types in the future
  • Update checker
August 14, 2013, 16:02:13
0.4
  • Auto tuning
  • Multi-iteration offline evaluation
  • Admin UI improvements
August 14, 2013, 16:01:21
0.3

Initial Announcement on mloss.org.

April 9, 2013, 03:31:15

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