carsonluuu / Poverty-Prediction-by-Satellite-Imagery
Poverty Prediction by Combination of Satellite Imagery
☆42Updated 3 years ago
Related projects: ⓘ
- A Python3 and PyTorch replication of Jean et al. (2016). Original paper Github: https://github.com/nealjean/predicting-poverty☆81Updated 11 months ago
- Mapping Philippine Poverty using Machine Learning, Satellite Imagery, and Crowd-sourced Geospatial Information☆79Updated last year
- Getting acquainted with the concept of satellite imagery data and how it can be analyzed to investigate real-world environmental and huma…☆49Updated 5 years ago
- ☆8Updated 6 years ago
- ☆175Updated this week
- 8th place solution to Zindi's FarmPin Crop Detection Challenge☆135Updated 4 years ago
- Deep learning courses and projects☆97Updated 6 years ago
- Public repository for sharing tutorials. For the full client documentation, visit https://docs.descarteslabs.com/☆11Updated 3 months ago
- Experiments with satellite image data☆117Updated 4 years ago
- ☆14Updated 5 years ago
- A comparative assessment of machine learning classification algorithms applied to poverty prediction☆56Updated 5 years ago
- Analyzing Sentinel-2 satellite data in Python with Keras (repository of our talks at Minds Mastering Machines 2019 and PyCon 2018)☆191Updated 3 years ago
- Code and models for the manuscript "Predicting Poverty and Developmental Statistics from Satellite Images using Multi-task Deep Learning"☆33Updated 6 years ago
- ☆53Updated 5 years ago
- Correlation between Vegetation Health Index- VHI values and number of individuals registered due to Conflict/Insecurity/Flood/Drought☆12Updated 2 years ago
- Deep Neural Network with keras(TensorFlow GPU backend) Python: Satellite-Image Classification☆36Updated 6 years ago
- Monitoring water levels of lakes and reservoirs using satellite imagery☆79Updated 3 years ago
- Visualize classified time series data with interactive Sankey plots in Google Earth Engine☆99Updated 6 months ago
- Combining satellite imagery and machine learning to predict poverty☆446Updated 4 years ago
- ☆101Updated 7 months ago
- Tutorial notebook showing how to make a gif map in Python using Geopandas, Matplotlib and ImageMagick☆28Updated 5 years ago
- Understanding crop yield predictions from CNNs as our final project for CS231N☆36Updated 7 years ago
- Sample scripts and notebooks on processing satellite imagery Python Geospatial raster☆182Updated 2 years ago
- Code for constructing the urban environments dataset and for land use classification via convolutional neural networks☆114Updated 6 years ago
- LANDSAT Time Series Analysis for Multi-temporal Land Cover Classification using Machine Learning techniques in Python and GUI development…☆59Updated 2 years ago
- Machine Learning for Earth Observation Training of Trainers Bootcamp☆92Updated 2 years ago
- Land classififcation using deep learning☆11Updated 5 years ago
- Deep learning pretrained model on satellite imagery (Sentinel-2)☆77Updated 5 years ago
- Tutorials for spatial data processing and analysis in R and Python☆43Updated 5 years ago
- This GitHub repository contains the machine learning models described in Edoardo Nemnni, Joseph Bullock, Samir Belabbes, Lars Bromley Ful…☆51Updated last year