Earth Energy Environment
28 resources · page 1 of 1
AgML
Creator not supplied; see original source.
AgML GitHub repo: framework standardising agricultural machine learning datasets and models.
CropHarvest
Creator not supplied; see original source.
CropHarvest GitHub repo: open remote-sensing dataset of global crop-type labels with benchmarks.
Earth Species Project
Creator not supplied; see original source.
Earth Species Project: nonprofit using AI to decode animal communication, with bioacoustic models such as NatureLM-audio.
FarmVibes.AI
Creator not supplied; see original source.
Microsoft FarmVibes.AI GitHub repo: multimodal geospatial ML workflows for agriculture.
Grid2Op / L2RPN (RTE France)
Creator not supplied; see original source.
Grid2Op GitHub repo from RTE France: testbed for sequential decision-making and reinforcement learning in power grid operation.
HOT fAIr
Creator not supplied; see original source.
HOT fAIr GitHub repo: Humanitarian OpenStreetMap Team's AI-assisted mapping tool.
iNaturalist
Creator not supplied; see original source.
iNaturalist: citizen-science platform where observations of plants and animals are identified with community and computer-vision help.
LILA BC
Creator not supplied; see original source.
LILA BC: repository of labelled biology and conservation datasets, such as camera-trap images, for machine learning.
MegaDetector
Creator not supplied; see original source.
MegaDetector GitHub repo: model detecting animals, people and vehicles in camera-trap images for conservation.
PlantVillage (Penn State)
Creator not supplied; see original source.
PlantVillage site from Penn State: plant-disease image data and AI tools for smallholder farmers.
PowerGridworld
Creator not supplied; see original source.
NREL PowerGridworld GitHub repo: lightweight framework for multi-agent RL simulation of power systems.
Project CETI
Creator not supplied; see original source.
Project CETI: nonprofit applying machine learning and robotics to decode sperm whale communication.
Sinergym
Creator not supplied; see original source.
Sinergym GitHub repo: EnergyPlus-based Gym environment for building control with reinforcement learning.
TerraTorch
Creator not supplied; see original source.
TerraTorch GitHub repo: toolkit for fine-tuning geospatial foundation models.
Wildlife Insights
Creator not supplied; see original source.
Wildlife Insights: platform using machine learning to identify species in camera-trap images for conservation.
Zooniverse
Creator not supplied; see original source.
Zooniverse: citizen-science platform whose volunteer labels support research projects and train ML models.
Earth Engine machine learning
Creator not supplied; see original source.
Google Earth Engine guide to its built-in machine-learning APIs for classifying and regressing satellite data.
IBM Granite time-series cookbook
Creator not supplied; see original source.
IBM Granite time-series cookbook GitHub repo: notebooks on forecasting, fine-tuning and evaluation with Granite time-series models.
NASA Harvest
Creator not supplied; see original source.
NASA Harvest consortium site: satellite data and machine learning for agriculture and food security monitoring.
PlantCV documentation
Creator not supplied; see original source.
PlantCV documentation: image analysis library for plant phenotyping with computer vision.
Wild Me documentation
Creator not supplied; see original source.
Wild Me documentation: computer-vision software that matches photos of individual animals for wildlife research.
CityLearn
Creator not supplied; see original source.
CityLearn documentation: open-source Gymnasium environment for reinforcement learning in building energy and demand response.
Global Fishing Watch research
Creator not supplied; see original source.
Global Fishing Watch research page: studies using machine learning and satellite data on ocean activity.
Grid2Op
Creator not supplied; see original source.
Grid2Op documentation: Python framework for developing and testing control agents on simulated power grids.
Kornia
Creator not supplied; see original source.
Kornia documentation: PyTorch library of differentiable computer-vision and image-processing operations.
Orfeo ToolBox Cookbook
Creator not supplied; see original source.
Orfeo ToolBox Cookbook: CNES open-source remote-sensing library with image classification workflows.
Raster Vision
Creator not supplied; see original source.
Raster Vision: open-source library for deep learning on satellite and aerial imagery.
TorchGeo documentation
Creator not supplied; see original source.
TorchGeo documentation: PyTorch library of geospatial datasets, samplers, transforms and pretrained models.