Deep learning models for remote sensing applications

Canopy Height Estimation at very High Resolution

Python companion guides for Quantitative Social Science: An Introduction.

Course website for FIN372, Spring 2023

Additional linear models including instrumental variable and panel data models that are missing from statsmodels.

Uplift modeling and causal inference with machine learning algorithms

mono-repo for various data extractions I've made from DHS data

Code for parsing hierarchical data in CSPro format, specifically that provided by DHS as individual recode hierarchical data format. Reconstructs the relational table structure of the source data, …

[ECCV 2024] proceeding; domain adaptation; model generalizaton; image-level regression; dataset open

A scalable implimentation of HANTS for time sereis reconstruction in remote sensing on Google Earth Engine platform

Creates an analysis ready sentinel-1 SAR image collection in Google Earth Engine by applying additional border noise correction, speckle filtering and radiometric terrain normalization.

SSL4EO-S12: a large-scale dataset for self-supervised learning in Earth observation

Tools for working with open building datasets

Code samples used on cloud.google.com

Community Datasets added by users and made available for use at large

🐦 Quickly annotate data from the comfort of your Jupyter notebook

Code for some of my articles

The open source repository for the Kaggle Amazon forest devastation competition https://www.kaggle.com/c/planet-understanding-the-amazon-from-space

3rd place solution

Building, training and deploying a fully convolutional neural network in TensorFlow

Guided Anisotropic Diffusion in Tensorflow

Multi-temporal land cover classification. Source code and evaluation of IJGI 2018 journal publication

8th place solution to Zindi's FarmPin Crop Detection Challenge

Earth observation processing framework for machine learning in Python

An open source library and framework for deep learning on satellite and aerial imagery.

crop classification using deep learning on satellite images

Repository to place example notebooks for Deep Learning applications with TensorFlow and Earth Engine.