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Machine Learning
Tools tagged with "Machine Learning"
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Data
474
Tooling
343
Open Source Software
247
Companies
47
Online Courses
29
Blogs, Newsletters, and Podcasts
20
Books
12
Hardware and Sensors
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rs-embed
A unified Python toolkit for obtaining embeddings from any Remote Sensing Foundation Model with a single line of code.
Open Source Software
Tooling
sitsbook
This book introduces `sits`, an open-source R package for analyzing big Earth observation data using satellite image time series and data cubes.
Books
geoMusings by Bill Dollins
A geospatial career journey exploring technology, tools, and industry insights.
Blogs, Newsletters, and Podcasts
Remote Sensing Image Acquisition, Analysis and Applications
Master remote sensing image acquisition, analysis, and applications, from fundamentals to deep learning techniques.
Online Courses
OmniWaterMask
A Python library for high-accuracy water segmentation in satellite and aerial imagery using deep learning and spectral indices.
Open Source Software
Tooling
UN Handbook on Remote Sensing for Agricultural Statistics
A practical guide to applying remote sensing methodologies for agricultural statistics and land use mapping.
Books
NVIDIA Earth2Studio
An open-source deep-learning framework for exploring, building, and deploying AI weather and climate workflows.
Open Source Software
Tooling
TESSERA
A foundation model for processing time-series satellite imagery to extract temporal patterns for Earth observation.
Open Source Software
City2Graph
This Python library converts diverse geospatial datasets into graph structures for advanced GNN and spatial analysis.
Open Source Software
Tooling
GoldenEye
GoldenEye provides a unified interface for geospatial vision-language models, enabling rapid deployment with minimal code.
Open Source Software
Potato
A data-oriented pansharpening model designed to enhance the spatial resolution of satellite imagery through image fusion.
Open Source Software
Spatialists
Provides current news and updates on developments within the geospatial industry.
Blogs, Newsletters, and Podcasts
That Drone Guy Blog
A blog exploring advanced drone LiDAR mapping, AI segmentation, and UAS operational insights for geospatial professionals.
Blogs, Newsletters, and Podcasts
Rerun
An open-source SDK designed for logging, storing, querying, and visualizing diverse multimodal and multi-rate data streams.
Open Source Software
Tooling
ForestFormer3D
A unified framework for end-to-end segmentation of forest LiDAR 3D point clouds.
Open Source Software
Introduction to Machine Learning for EO
This course provides essential Machine Learning skills tailored for Earth Observation research.
Online Courses
RapidCrops
A pan-European label dataset providing harmonized crop type information for large-scale agricultural classification.
Data
Coral Reef Image Classification Data
A community-sourced repository providing standardized, machine-learning-ready imagery and annotations for coral reef conservation.
Data
Global Renewables Watch
A global, temporal dataset tracking solar and wind energy installations using satellite imagery and deep learning.
Data
+2 more
EO College
Provides free online courses focused on Earth Observation, remote sensing, and geospatial applications.
Online Courses
GeoAI
A powerful Python package for integrating artificial intelligence with geospatial data analysis and visualization.
Open Source Software
Tooling
Major-TOM: Expandable Datasets for Earth Observation
A standard for curating, sharing, and combining large-scale Earth Observation datasets for AI and ML.
Data
FastGS
An acceleration framework for 3D Gaussian Splatting, significantly reducing training times while maintaining high rendering quality.
Open Source Software
Tooling
Spectral Reflectance
A Substack publication delivering news, technical posts, and research focused on Earth Observation.
Blogs, Newsletters, and Podcasts
terratorch
A Python toolkit designed for fine-tuning Geospatial Foundation Models (GFMs) for various applications.
Open Source Software
Tooling
Awesome-Geospatial
A curated, long list of geospatial tools and resources on GitHub.
Open Source Software
Tooling
Open3D
A Modern Library for 3D Data Processing
Open Source Software
Tooling
GeeFlow
Generate and process large-scale geospatial datasets with Google Earth Engine for AI research.
Open Source Software
Tooling
Felt
A leading cloud-native GIS software and online mapping platform for speed, simplicity, and collaboration.
Companies
Tooling
GeoIntel
AI-powered geo-location analysis using Google's Gemini API to uncover photo locations.
Open Source Software
CARTO
The Agentic GIS Platform for scalable spatial analysis in your cloud ecosystem.
Companies
Tooling
io-biodiversity
This dataset provides comprehensive biodiversity information, accessible through the Microsoft Planetary Computer for environmental analysis.
Data
Equator
Equator empowers housing professionals with accurate site data and AI-driven proposal generation for land development.
Companies
Tooling
Google Satellite Embedding V1
A comprehensive dataset of annual satellite embeddings, provided as Cloud-Optimized GeoTIFF (COG) files.
Data
Population Density Maps
Access detailed population density maps for humanitarian and development efforts.
Data
Tooling
Minds Behind Maps
Maps Are Everywhere. These are conversations with those building them.
Blogs, Newsletters, and Podcasts
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