Oceananigans.jl
Fast and friendly fluid dynamics on CPUs and GPUs.
climate climate-change data-assimilation fluid-dynamics gpu julia machine-learning ocean
Hydrosphere - Ocean Models - Last synced: 26 Apr 2025 - Ranking: 19.2
MegaDetector
Deep learning tools that accelerate the review of motion-triggered wildlife camera images.
camera-traps computer-vision conservation machine-learning megadetector pytorch pytorch-wildlife wildlife
Biosphere - Terrestrial Wildlife - Last synced: 26 Apr 2025 - Ranking: 18.3
FlexMeasures
A platform for building energy flexibility services with forecasting and scheduling, written in Python & offering a USEF-conform API.
backend energy energy-data energy-flexibility machine-learning
Energy Systems - Building Energy Monitoring - Last synced: 26 Apr 2025 - Ranking: 17.4
OpenSTEF
A Python package which is used to make short term forecasts for the energy sector.
data-science energy energy-forecasting forecasting machine-learning python time-series
Energy Systems - Load and Demand Forecasting - Last synced: 26 Apr 2025 - Ranking: 17.3
Kepler
Uses eBPF to probe energy related system stats and exports as Prometheus metrics.
cloud-native ebpf energy-consumption energy-efficiency energy-monitor kubernetes machine-learning prometheus prometheus-exporter sustainability
Consumption - Computation and Communication - Last synced: 26 Apr 2025 - Ranking: 17.3
Eco2AI
A Python library which accumulates statistics about power consumption and CO2 emission during running code.
ai carbon-emissions carbon-footprint co2-emissions co2-monitoring deep-learning emission-tracker energy-consumption environment esg ghg machine-learning power-consumption-measurement python sustainability
Consumption - Computation and Communication - Last synced: 26 Apr 2025 - Ranking: 14.5
Radiant MLHub Python Client
Open community commons for geospatial training data, machine learning models, and standards to encourage collaboration and share information.
machine-learning python python-3 python-client satellite-imagery stac
Sustainable Development - Data Catalogs and Interfaces - Last synced: 26 Apr 2025 - Ranking: 14.4
ClimateLearn
A Python library for accessing state-of-the-art climate data and machine learning models in a standardized, straightforward way.
climate-change climate-science deep-learning machine-learning
Climate Change - Climate Data Access and Visualization - Last synced: 26 Apr 2025 - Ranking: 14.2
WildlifeDatasets
Pipeline for wildlife re-identification including dataset zoo, training tools and trained models.
dataset datasets deep-learning ecology ecology-modelling machine-learning
Biosphere - Terrestrial Wildlife - Last synced: 26 Apr 2025 - Ranking: 13.7
openmodelica-microgrid-gym
An OpenAI Gym Environment for Microgrids.
control electrical-engineering energy-system-modeling engineering machine-learning microgrid modelica openai-gym openai-gym-environments openmodelica power-electronics power-supply power-systems python reinforcement-learning simulation smart-grids
Energy Systems - Grid Management and Microgrid - Last synced: 26 Apr 2025 - Ranking: 13.2
sup3r
The Super Resolution for Renewable Resource Data software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolution inputs.
climate-change climate-data deep-learning generative-adversarial-network machine-learning renewable-energy solar-energy tensorflow wind-energy
Energy Systems - Renewable Energy Integration - Last synced: 26 Apr 2025 - Ranking: 13.0
ClimaAtmos.jl
A library for building atmospheric circulation models that is designed from the outset to leverage data assimilation and machine learning tools.
climate data-assimilation fluid-dynamics julia machine-learning optimization
Atmosphere - Atmospheric Composition and Dynamics - Last synced: 26 Apr 2025 - Ranking: 12.9
Hagelslag
An object-based severe storm forecasting system that utilizing image processing and machine learning tools to derive calibrated probabilities of severe hazards from convection-allowing numerical weather prediction model output.
geojson hail hrrr machine-learning mrms netcdf performance performance-diagram python reliability segmentation storms tracking verification weather zarr
Climate Change - Natural Hazard and Storm - Last synced: 26 Apr 2025 - Ranking: 12.9
Draco
A collection of end-to-end solutions for machine learning problems commonly found in monitoring wind energy production system.
classification machine-learning time-series
Renewable Energy - Wind Energy - Last synced: 26 Apr 2025 - Ranking: 12.0
elpv-dataset
A dataset of functional and defective solar cells extracted from EL images of solar modules.
computer-vision machine-learning photovoltaic solar-cells solar-energy
Renewable Energy - Photovoltaics and Solar Energy - Last synced: 26 Apr 2025 - Ranking: 11.6
stemflow
A toolkit for Adaptive Spatio-Temporal Exploratory Model in Python using daily abundance estimation using eBird citizen science data.
adaptive-spatio-temporal-exploratory-model animal animal-movement big-data biodiversity biogeography bird-migration bird-survey ebird ecology ecology-modelling geospatial machine-learning movement movement-ecology ornithology spatio-temporal-analysis spatiotemporal spatiotemporal-dynamics species-distribution-modeling
Biosphere - Species Distribution Modeling - Last synced: 26 Apr 2025 - Ranking: 11.0
EuroCropsML
A pre-processed and ready-to-use machine learning dataset for crop type classification of agricultural parcels in Europe.
agriculture crop-classification dataset deep-learning earth-observation machine-learning sentinel-2 torch
Consumption - Agriculture and Nutrition - Last synced: 26 Apr 2025 - Ranking: 10.0
VIAME
Video and Image Analytics for Marine Environments.
annotation-framework artificial-intelligence computer-vision conservation deep-learning ecology image-annotation image-processing machine-learning marine-biology object-detection oceanography open-source video-analysis video-analytics video-annotation video-search
Biosphere - Marine Life and Fishery - Last synced: 26 Apr 2025 - Ranking: 9.9
wtphm
The Wind Turbine Prognostics and Health Management library processes wind turbine events data, as well as operational SCADA data for easier fault detection, prognostics or reliability research.
fault-detection machine-learning scada wind-energy wind-turbine
Renewable Energy - Wind Energy - Last synced: 26 Apr 2025 - Ranking: 9.5
PyESD
Downscale any climate variables e.g. precipitation and temperature using predictors from reanalysis datasets to point scale.
deep-learning downscaling ensemble-machine-learning machine-learning precipitation sckit-learn tensorflow2
Climate Change - Climate Downscaling - Last synced: 26 Apr 2025 - Ranking: 8.8
OrcaHello
A real-time AI-assisted killer whale notification system.
artificial-intelligence audio-analysis audio-processing bioacoustics deep-learning inference machine-learning marine marine-biology neural-network orcas real-time realtime whales
Biosphere - Marine Life and Fishery - Last synced: 26 Apr 2025 - Ranking: 8.3
Awesome-forests
A curated list of ground-truth forest datasets for the machine learning and forestry community.
biodiversity carbon climate-change datasets deep-learning ecosystems forestry machine-learning
Sustainable Development - Curated Lists - Last synced: 26 Apr 2025 - Ranking: 7.8
load_forecasting
Load forecasting on Delhi area electric power load using ARIMA, RNN, LSTM and GRU models.
arima electric-load-forecasting gru lstm machine-learning rnn ses sma time-series-forecasting wma
Energy Systems - Load and Demand Forecasting - Last synced: 26 Apr 2025 - Ranking: 7.7
EuroCrops
A dataset collection combining all publicly available self-declared crop reporting datasets from countries of the European Union.
agriculture dataset deep-learning machine-learning opendata sentinel-2
Consumption - Agriculture and Nutrition - Last synced: 26 Apr 2025 - Ranking: 7.6
EcoAssist
An open-source application designed to streamline the work of ecologists dealing with camera trap images.
animals annotation-tool cameratraps classifier-model conservation deploy ecology linux machine-learning macos megadetector object-detection python windows yolov5
Biosphere - Terrestrial Wildlife - Last synced: 26 Apr 2025 - Ranking: 7.2
Callisto-Dataset-Collection
A list of datasets aiming to enable Artificial Intelligence applications that use Earth Observation, satellite and other data.
data-repository dataset datasets deep-learning machine-learning machine-learning-datasets remote-sensing satellite-imagery
Sustainable Development - Curated Lists - Last synced: 26 Apr 2025 - Ranking: 7.1
Awesome-Earth-Artificial-Intelligence
A curated list of tutorials, notebooks, software, datasets, courses, books, video lectures and papers specifically for Artificial Intelligence use cases in Earth Science.
air-quality awesome-list biosphere datasets deep-learning dust earth-science earthquakes geosphere glacier hydrology land-cover-classification machine-learning snow volcano
Sustainable Development - Curated Lists - Last synced: 26 Apr 2025 - Ranking: 7.0
btp-ai-sustainability-bootcamp
Showcasing SAP partners how to add Intelligence and Sustainability into your industry cloud solutions on SAP Business Technology Platform.
computer-vision condition-monitoring deep-learning defect-detection image-segmentation machine-learning predictive-maintenance sac-planning sample sample-code sap-ai-core sap-ai-launchpad sap-analytics-cloud sound-classification sustainability
Consumption - Production and Industry - Last synced: 26 Apr 2025 - Ranking: 6.8
Machine-Learning-for-Solar-Energy-Prediction
Predict the power production of a solar panel farm from weather measurements using machine learning.
data-processing machine-learning matlab neural-network python tensorflow
Renewable Energy - Photovoltaics and Solar Energy - Last synced: 26 Apr 2025 - Ranking: 6.3
ml_drought
A Machine Learning Pipeline to Predict Vegetation Health.
2019 copernicus machine-learning
Natural Resources - Soil and Land - Last synced: 26 Apr 2025 - Ranking: 6.0
UNICEF AI4D Relative Wealth Project
Aims to develop open datasets and machine learning models for poverty mapping estimation across nine countries in Southeast Asia.
geospatial-analysis machine-learning social-impact
Sustainable Development - Population and Poverty - Last synced: 26 Apr 2025 - Ranking: 5.8
Awesome Green AI
A curated list of awesome Green AI resources and tools to reduce the environmental impacts of using and deploying AI.
ai awesome-list climate deep-learning green-ai green-software machine-learning sustainability sustainable-ai
Sustainable Development - Curated Lists - Last synced: 26 Apr 2025 - Ranking: 5.6
PyForecast
A statistical modeling tool used by Reclamation water managers and reservoir operators to train and build predictive models for seasonal inflows and streamflows.
forecasting hydrology machine-learning python statistical-models
Natural Resources - Water Supply and Quality - Last synced: 26 Apr 2025 - Ranking: 5.6
XCast
A free and open source climate forecasting toolkit written by Kyle Hall & Nachiketa Acharya, designed to help forecasters and earth scientists apply state-of-the-art postprocessing techniques to gridded data sets.
artificial-intelligence big-data climate-data climate-forecasting climate-science machine-learning multimodel-ensemble parallel-computing predictive-analytics python xarray
Climate Change - Climate Data Processing and Analysis - Last synced: 26 Apr 2025 - Ranking: 5.6
IUCNN
Environmental data and existing IUCN Red List assessments to predict the conservation status of "Not Evaluated" species, for any taxon or geographic region of interest.
conservation conservation-prioritization deep-learning machine-learning tensorflow
Biosphere - Biodiversity Data Access and Management - Last synced: 26 Apr 2025 - Ranking: 5.6
NYISOToolkit
A collection of modules for accessing power system data, generating statistics, and creating visualizations from the New York Independent System Operator.
analysis clcpa clean-energy data datascience datasets decarbonization electricity energy kaggle kaggle-competition kaggle-dataset machine-learning ml newyork nyiso renewable-energy visualization
Energy Systems - Energy Data Accessibility and Integration - Last synced: 26 Apr 2025 - Ranking: 5.5
deep-smoke-machine
Deep learning models and dataset for recognizing industrial smoke emissions.
air-quality citizen-science computer-vision deep-learning machine-learning neural-network python pytorch smoke smoke-recognition
Emissions - Emission Observation and Modeling - Last synced: 26 Apr 2025 - Ranking: 5.5
SustainBench
Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning.
deep-learning machine-learning sdgs sustainability
Sustainable Development - Sustainable Development Goals - Last synced: 26 Apr 2025 - Ranking: 5.5
STARCOP
Semantic Segmentation of Methane Plumes with Hyperspectral Machine Learning models.
aviris aviris-ng emit hyperspectral hyperspectral-datasets machine-learning methane methane-detection
Emissions - Emission Observation and Modeling - Last synced: 26 Apr 2025 - Ranking: 5.0
GeoThermalCloud.jl
A repository containing all the data and codes required to demonstrate applications of machine learning methods for geothermal exploration.
geothermal julia machine-learning unsupervised-machine-learning
Renewable Energy - Geothermal Energy - Last synced: 26 Apr 2025 - Ranking: 5.0
TrapTagger
AI-Powered Camera-Trap Imagery Processing.
camera-traps computer-vision conservation machine-learning wildlife
Biosphere - Terrestrial Wildlife - Last synced: 26 Apr 2025 - Ranking: 5.0
Industrial Smoke Plume Detection
Characterization of Industrial Smoke Plumes from Remote Sensing Data.
deep-learning earth-observation greenhouse-gas-emissions machine-learning pollution-prediction remote-sensing
Emissions - Emission Observation and Modeling - Last synced: 26 Apr 2025 - Ranking: 4.8
OSDG
Tool that assigns Sustainable Development Goals labels to your input.
machine-learning machine-learning-algorithms machine-translation ml open-source osdg sdg sdg-data sdgs sustainability sustainability-score sustainable-development sustainable-development-goals united-nations
Sustainable Development - Sustainable Development Goals - Last synced: 26 Apr 2025 - Ranking: 4.8
ForesToolboxRS
Remote Sensing Tools for Forest Monitoring.
change-detection deforestation machine-learning remote-sensing
Biosphere - Forest Remote Sensing - Last synced: 26 Apr 2025 - Ranking: 4.7
OSDG Community Dataset
A public dataset of thousands of text excerpts, validated by OSDG Community Platform citizen scientists with respect to the Sustainable Development Goals.
citizen-science citsci crowdsourcing dataset digital-public-goods machine-learning open-data public-good public-goods sdg sdg-data sdgs sustainability sustainable-development-goals united-nations
Sustainable Development - Sustainable Development Goals - Last synced: 26 Apr 2025 - Ranking: 4.6
WATex
A Python-based library primarily designed for Groundwater Exploration.
geophysics hydrogeophysics machine-learning python water
Hydrosphere - Freshwater and Hydrology - Last synced: 26 Apr 2025 - Ranking: 4.1
Deep Waste
AI powered recycling app that classifies waste and promotes eco-friendly disposal with rewards.
community-project deep-learning eco-friendly enviroment flutter flutter-apps garbage-classification github hacktoberfest image-classification learn machine-learning open-source open-source-project pr-welcome recycle recycling student-vscode travis
Industrial Ecology - Circular Economy and Waste - Last synced: 26 Apr 2025 - Ranking: 4.0
Accessible Poverty Estimates
We utilize random forests regressions and features derived from a range of geospatial datasets (nighttime lights, landcover, OpenStreetMap features, and more) to produce estimates of development indicators such as household wealth/poverty.
equitable-ai geospatial-data machine-learning poverty-estimates
Sustainable Development - Population and Poverty - Last synced: 27 Apr 2025 - Ranking: 3.7
