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mahout-sample's Introduction

mahout-sample

This is my playground for using Mahout (the machine learning and recommendation library) with Clojure.

Data

An example ratings.csv is included in the ./data directory. It contains CSV records of: userid,itemid,rating.

Usage

Generating recommendations for a user

user> (def r (user-recommender (file-model "./data/ratings.csv")))
user> (recommend r 1)
({:item 105, :value 4.0} {:item 104, :value 3.1406214})

user> (estimate-user-preference r 1 104)
3.1406214
user> (estimate-user-preference r 1 107)
NaN

user> (evaluate #(item-recommender % (tanimoto %)) m)
1.4168497562408446

To Do:

  • Build DataModel implementations that back onto Cassandra/MongoDB
  • Build part-distributed/pre-computed and part-live recommendation system

License

Copyright (c) 2011 Paul Ingles

Distributed under the Eclipse Public License, the same as Clojure.

mahout-sample's People

Contributors

pingles avatar

Watchers

James Cloos avatar Roma Chi avatar

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