Mustafa Arıkan.
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AI / ML / Personal project

Australian Rain Prediction

Next-day rain prediction and model explainability.

XGBoostRandom ForestELI5
From weather observations to next-day rain predictionNext-day rainfallWeather observations
From weather observations to next-day rain prediction

The problem

Missing weather data and feature selection.

The approach

MICE imputation, SelectKBest / SelectFromModel, Random Forest and XGBoost with ELI5 permutation importance.

Results and scope

  • Interpreted predictions using feature importance.
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