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Poverty prediction

  • #Prediction

AI model predicts precise poverty levels using open data, reducing survey costs and aiding targeted development by NGOs and authorities.

  • Data Science

Impact

We trained a collection of models, both deep learning and not, on different data sources and their combinations, shared all code, and prepared a detailed report with all the steps taken. being able to predict granulated poverty levels based on the open data, it helps to eliminate spending on surveys. Also, this sort of information might be used by NGOs and different authorities to aim at specific regions and examine the development as time passes.

Services we provided

Solution to predict poverty in the region based on public datasets

Visualize clusters of poverty by regions

Deployed solution on AWS

Tech Stack

Pytorch

Pandas

Google Static maps API

Scikit-Learn

NumPy

XGBoost

Matplotlib seaborn

QGIS

EC2

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