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hurricane_path_prediction

Description

Project for Data Science course.

Model was built based on the following publication: Alemany, S.; Beltran, J.; Perez, A.; Ganzfried, S. Predicting Hurricane Trajectories Using a Recurrent Neural Network. AAAI 2019, 33, 468-475. doi: https://doi.org/10.1609/aaai.v33i01.3301468

Repository: https://github.com/sheilaalemany/hurricane-rnn

Required Packages

  • pandas
  • numpy
  • keras
  • matplotlib

Known Issues

Due to problems with the latitute/longitude encoding, the model has a high accuracy predicting the latitude, but low accuracy predicting longitude. This can be fixed by includeing a second model that inverts the latitude/longitude selection in model building. May update in the future.

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Basic Hurricane Path Prediction based on HURDAT2 data set

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