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Use machine learning to predict mobile subscriber downgrades/upgrades based on usage patterns.

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Description

Prototype that uses machine learning to attempt prediction of mobile phone subscriber downgrades/upgrades from usage patterns.

Contents

  • prepare-data: Synthetic datasets used for the prototype. Also contains Groovy code that's used to clean and label the datasets.
  • train-model: Machine learning model training and prediction using (primarily) scikit-learn and, to a lesser extent, TensorFlow.

See here for a full description of the prototype and its outcomes.

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Use machine learning to predict mobile subscriber downgrades/upgrades based on usage patterns.

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