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@AIandGlobalDevelopmentLab AI and Global Development Lab

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    17 repositories

    • unshrink

      Public
      unshrink: post-hoc debiasing of machine learning predictions to reduce shrinkage-induced attenuation bias in downstream causal inference -- without requiring fresh ground-truth data [Python]
      causal-inferenceshrinkagetweediedebiasing
      Jupyter Notebook
      •
      MIT License
      •0•3•1•0•Updated Dec 30, 2025Dec 30, 2025

    • geopipe-software

      Public
      geopipe: Geospatial data pipeline framework for causal inference workflows
      Python
      •
      MIT License
      •0•0•0•0•Updated Dec 30, 2025Dec 30, 2025

    • eo-poverty-review

      Public
      Awesome papers on Earth Observation (EO), Machine Learning (ML), and Causal Inference (CI)
      machine-learningaigeographycausal-inferenceearth-observationpoverty
      TeX
      •0•11•0•0•Updated Dec 23, 2025Dec 23, 2025

    • OneMapManyTrials

      Public
      Debiasing Machine Learning Predictions for Causal Inference Without Additional Ground Truth Data: “One Map, Many Trials” in Satellite-Driven Poverty Analysis
      Jupyter Notebook
      •0•1•0•0•Updated Dec 9, 2025Dec 9, 2025

    • .github

      Public
      Special repository
      0•0•0•0•Updated Aug 19, 2025Aug 19, 2025

    • .github-profile-

      Public
      Public Readme for the AI and Global Development Lab GitHub
      0•0•0•0•Updated Aug 18, 2025Aug 18, 2025

    • causalimages-software

      Public
      causalimages: An R package for performing causal inference with image and image sequence data
      machine-learningcomputer-visioncausal-inferencebiomedical-image-analysis
      R
      •
      Other
      •3•8•4•0•Updated Jul 21, 2025Jul 21, 2025

    • TextDisentanglement

      Public
      Code for "Can Large Language Models (or Humans) Disentangle Text?"
      0•1•0•0•Updated Jul 16, 2025Jul 16, 2025

    • pci_tutorial

      Public
      PCI confounding tutorial
      GNU General Public License v3.0
      •0•0•0•0•Updated Jun 10, 2025Jun 10, 2025

    • MattiasThesis10x

      Public
      10x-ing Mattias' Thesis
      0•0•1•0•Updated Apr 23, 2025Apr 23, 2025

    • DHS-harmonisation

      Public
      Wrapper to Hans Ekbrand's globallivingconditions R package for harmonising DHS survey data
      R
      •0•1•1•0•Updated Mar 2, 2025Mar 2, 2025

    • Africa-Urban-Rural-Map

      Public
      Generate LULC map of Africa with rural and urban classes
      Jupyter Notebook
      •1•0•0•0•Updated Nov 13, 2024Nov 13, 2024

    • MultiScaler

      Public
      The Multiscaler Repo
      Jupyter Notebook
      •0•1•0•0•Updated Nov 2, 2024Nov 2, 2024

    • CindyConlinThesis

      Public
      Repo for the master's thesis of Cindy Conlin, "Using Machine Learning and Daytime Satellite Imagery to Estimate Aid's Effect on Wealth: Comparing China and World Bank Programs in Africa"
      R
      •0•1•0•0•Updated Jul 11, 2024Jul 11, 2024

    • TreatmentLeakage

      Public
      GNU General Public License v3.0
      •0•0•0•0•Updated Mar 31, 2024Mar 31, 2024

    • temporal-eo-wealth

      Public
      Official code repository for IJCAI 2023 paper "Time series of satellite imagery improve deep learning estimates of neighborhood-level poverty in Africa"
      Jupyter Notebook
      •7•6•4•0•Updated Feb 5, 2024Feb 5, 2024

    • EOML-for-India

      Public
      Using satellite images and deep learning to measure health and living standards in India
      Jupyter Notebook
      •0•3•0•0•Updated Apr 23, 2023Apr 23, 2023