GIS243's repositories
projects
https://analyticsariel.com/
temporal-eo-wealth
Official code repository for IJCAI 2023 paper "Time series of satellite imagery improve deep learning estimates of neighborhood-level poverty in Africa"
big-data-poverty-estimation
Develop machine learning models for poverty estimation
pyGIS
pyGIS is an online textbook covering all the core geospatial functionality available in Python. This includes handling vector and raster data, satellite remote sensing, machine learning and deep learning applications. -- Under Development --
handson-ml
⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 instead.
predicting-poverty-replication
A Python3 and PyTorch replication of Jean et al. (2016). Original paper Github: https://github.com/nealjean/predicting-poverty
accessible-poverty-estimates
Exploring accessible methods and data to estimate poverty
RDHonest-vStata
Stata package for RDHonest, for R version, see https://github.com/kolesarm/RDHonest/
Mapping-Poverty-With-Satellite-Images
Thesis project to map poverty based on satellite images and deep learning
data
Some commonly used geospatial datasets
NicoKnowsTech
Config files for my GitHub profile.
Google-Earth-Engine-Python
This includes GEE python codes for processing and implementing remote sensing data.
ph-poverty-mapping
Mapping Philippine Poverty using Machine Learning, Satellite Imagery, and Crowd-sourced Geospatial Information
Predicting_Poverty
Poverty Prediction by Satellite Images using Deep Learning
satimage
Code and models for the manuscript "Predicting Poverty and Developmental Statistics from Satellite Images using Multi-task Deep Learning"