Geospatial Data Science

Tools to work at the intersection of GIS and Data Science

Pinned Repositories

awesome-satellite-imagery-datasets
List of satellite imagery datasets with annotations for computer vision and deep learning
41
geospatial-machine-learning
A curated list of resources focused on Machine Learning in Geospatial Data Science.
10 1 02
pangeo-pyinterp
Python library for optimized interpolation.
Language:C++10
Pyspatialml
Machine learning modelling for spatial data
Language:Python22
raster-vision
An open source framework for deep learning on satellite and aerial imagery.
Language:Python11
satellite-image-deep-learning
Resources for performing deep learning on satellite imagery
Language:Jupyter Notebook44
sklearn-xarray
Metadata-aware machine learning.
Language:Python20
starfm4py
The STARFM fusion model for Python
Language:Python00
yolt
You Only Look Twice: Rapid Multi-Scale Object Detection In Satellite Imagery
Language:C21
zones
Zonal statistics with raster and vector data
Language:Python10

Geospatial Data Science's Repositories

Geospatial-Data-Science/Pyspatialml
Machine learning modelling for spatial data
Language:Python22
Geospatial-Data-Science/sklearn-xarray
Metadata-aware machine learning.
Language:Python20
Geospatial-Data-Science/pangeo-pyinterp
Python library for optimized interpolation.
Language:C++10
Geospatial-Data-Science/zones
Zonal statistics with raster and vector data
Language:Python10
Geospatial-Data-Science/caffe
Caffe: a fast open framework for deep learning.
Geospatial-Data-Science/censusviz
Geospatial-Data-Science/cis
Home of the Community Intercomparison Suite.
Language:Python
Geospatial-Data-Science/CometTS
Comet Time Series Toolset for working with a time-series of remote sensing imagery and user defined polygons
Language:Jupyter Notebook
Geospatial-Data-Science/cuspatial
CUDA-accelerated GIS and spatiotemporal algorithms
Geospatial-Data-Science/datacube-core
Open Data Cube analyses continental scale Earth Observation data through time
Language:Python
Geospatial-Data-Science/densityMapping
Python tools for creating density maps of events (drunk tweets, police shootings, etc)
Language:Python
Geospatial-Data-Science/elm
Phase I & part of Phase II of NASA SBIR - Parallel Machine Learning on Satellite Data
Geospatial-Data-Science/gee_tools
Google Earth Engine Tools (scripts)
1
Geospatial-Data-Science/geemap
A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets
1
Geospatial-Data-Science/geowombat
Geo-utilities for distributed processing of satellite imagery using Xarray and Dask arrays
Geospatial-Data-Science/HungaBunga
HungaBunga: Brute-Force all sklearn models with all parameters using .fit .predict!
Language:Python
Geospatial-Data-Science/image-dehazing
Implementation of IEEE paper on Image dehazing using multiple scale fusion.
Geospatial-Data-Science/landsat-extract-gee
Get Landsat surface reflectance time-series from google earth engine
Geospatial-Data-Science/MODIStsp
An "R" package for automatic download and preprocessing of MODIS Land Products Time Series
Language:R
Geospatial-Data-Science/predicting-poverty
Combining satellite imagery and machine learning to predict poverty
Geospatial-Data-Science/predicting-poverty-replication
A Python3 and PyTorch replication of Jean et al. (2016). Original paper Github: https://github.com/nealjean/predicting-poverty
1
Geospatial-Data-Science/quickmapservices_contrib
Contributed data sources for QuickMapServices
Geospatial-Data-Science/satpy
Python package for earth-observing satellite data processing
Geospatial-Data-Science/satsense
Satsense is a Python library for land use/cover classification using satellite imagery
1
Geospatial-Data-Science/segmentation_models
Segmentation models with pretrained backbones. Keras and TensorFlow Keras.
Geospatial-Data-Science/Spatial
GIS and Spatial Analysis lecture notes
1
Geospatial-Data-Science/universal-data-tool
Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.
Geospatial-Data-Science/vroom
Vehicle Routing Open-source Optimization Machine
Geospatial-Data-Science/xarray-spatial
Raster-based Spatial Analysis for Python
Geospatial-Data-Science/xESMF
Universal Regridder for Geospatial Data