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Apply deep learning to predict dengue mosquito outbreaks

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Dengue Project Goals

Purpose

This project helps the government of Malaysia make use of their public dataset on dengue (mosquito-borne disease) to predict future outbreaks using machine learning and GIS tools.

Approach

  1. Exploratory analysis

categorical - by state, by city

quantitative - time series, statistics

Graphical - histograms, heat maps

  1. add external data
    • rainfall, by state
    • weather / temp
    • humidity
    • population

Questions:
what percent of population has been infected? what are the variables correlated with incidence? what is the probability incidence what is the error in the test set

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Apply deep learning to predict dengue mosquito outbreaks

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