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sopraBigDataModule

Preference Learning and Recommender Web Service.

Context

This module is a school project realised in partnership with Sopra Steria's HR Lab. The aim was to provide them with a way to integrate Data Mining and Machine Learning techniques to their auto-adaptative User Interface.

Realisation

The solution uses the users' appreciation of widgets and apps to recommend them to Sopra's software. It is built as a Web Service to which the main piece of software can send requests like "Which widgets and apps should I display to user lambda ?", giving responses as "From what we know of this user's preferences, we would recommend to display widgets [3, 2, 5, 1, 4] and apps [B, A, D, E, C] (in this order)".

Tech Stack :

  • R
  • Django / Python
  • PostGreSQL
  • Bash
  • JSON

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Preference Learning & Recommender Web Service

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