Disaster Prediction ML ML Frameworks
ML systems for predicting natural disasters, hazards, and catastrophic events using time-series forecasting, ensemble methods, and geospatial data. Does NOT include general risk assessment, poverty mapping, or geopolitical intelligence platforms without disaster prediction focus.
There are 80 disaster prediction ml frameworks tracked. 1 score above 50 (established tier). The highest-rated is ODINN-SciML/MassBalanceMachine at 52/100 with 41 stars.
Get all 80 projects as JSON
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| # | Framework | Score | Tier |
|---|---|---|---|
| 1 |
ODINN-SciML/MassBalanceMachine
Global machine learning glacier mass balance model, capable of assimilating... |
|
Established |
| 2 |
thinkingmachines/unicef-ai4d-poverty-mapping
UNICEF AI4D Relative Wealth Mapping Project - datasets, models, and scripts... |
|
Emerging |
| 3 |
ThomasMBury/deep-early-warnings-pnas
Repository to accompany the publication 'Deep learning for early warning... |
|
Emerging |
| 4 |
RiccardoSpolaor/Flood-disaster-prediction
This project is developed in Python and it proposes the development of a... |
|
Emerging |
| 5 |
CodeByPinar/Earthquake_Prediction_Analysis_Project
π Welcome to the Earthquake Prediction Analysis Project! π This project aims... |
|
Emerging |
| 6 |
oreopie/hydro-interpretive-dl
Interpretive deep learning for identifying flooding mechanisms |
|
Emerging |
| 7 |
waleedgeo/FSM-PK
The repository contains data for the paper titled"High-resolution flood... |
|
Emerging |
| 8 |
SrzStephen/DisaVu
A disaster response solution that helps allocate resources to where they're needed. |
|
Emerging |
| 9 |
aiddata/accessible-poverty-estimates
Exploring accessible methods and data to estimate poverty |
|
Emerging |
| 10 |
PabloELara/E3WS
E3WS: Earthquake Early Warning starting from 3 seconds of records on a... |
|
Emerging |
| 11 |
m-bilal-ahmed/RescueMap-AI
Open-source platform for real-time geospatial data validation and disaster... |
|
Emerging |
| 12 |
Anser2/IceWatch-Forecasting-Catastrophe-using-AI
IceWatch: Glacial Lake Outburst Flood (GLOF) Prediction System... |
|
Emerging |
| 13 |
StefaniaGentili/NESTORE
NESTORE is a MATLAB package capable to estimate, during ongoing of an... |
|
Emerging |
| 14 |
CodeByPinar/earthquake-explorer
ππ Explore and analyze earthquake data worldwide using this interactive... |
|
Emerging |
| 15 |
fahmizainal17/Tensorflow_Flood_Prediction_Project
This project leverages TensorFlow and Keras to build and train a neural... |
|
Emerging |
| 16 |
xairen/DisasterPrediction
Machine learning based natural disaster prediction for US counties |
|
Emerging |
| 17 |
sandipanrakshit34/TerraAlert-Advanced-Earthquake-Forecasting
A realtime earthquake predictor web app with google maps API, that forecasts... |
|
Emerging |
| 18 |
LUX-Space-Science-Technology/AI-Supported-Warnings-Notification-System-For-Natural-Disaster
Modular structure that feeds on instant data, warns about natural disasters... |
|
Emerging |
| 19 |
muttannasp/Dynamic-Landmine-Risk-Intelligence-System
π§ Predict and visualize landmine risks using advanced geospatial machine... |
|
Emerging |
| 20 |
ByteBard58/SeismoSense
An ML classifier tool which predicts the alert status of earthquakes based... |
|
Experimental |
| 21 |
Raushan11r11/Advanced-Human-Life-Detection
π¨ Detect survivors under debris using a portable tool that fuses radar,... |
|
Experimental |
| 22 |
malfianp/disaster-monitoring-system
The Disaster Monitoring System is an app for flood prediction and earthquake... |
|
Experimental |
| 23 |
Technozamazing/NETA-SRPBSC
Nepal Earthquake Trend Analysis and Seismic Risk Prediction Based on... |
|
Experimental |
| 24 |
ShalevAtsis/SwellSight
SwellSight is an AI-powered system that analyzes beach cam footage to... |
|
Experimental |
| 25 |
AIandGlobalDevelopmentLab/eo-poverty-review
Awesome papers on Earth Observation (EO), Machine Learning (ML), and Causal... |
|
Experimental |
| 26 |
invcble/Disaster-Risk-Analysis-Platform
Natural Disaster Analysis Website using Deep Learning & Poisson Distribution |
|
Experimental |
| 27 |
quadroloop/onos
A progressive weather watch system made to record major weather events in... |
|
Experimental |
| 28 |
Ericklumasai12/Natural-Disaster-Prediction
π Predict and analyze natural disasters using AI to enhance early warning... |
|
Experimental |
| 29 |
samrth504/GeoRisk-AI
AI-powered geospatial risk analysis platform that evaluates location-based... |
|
Experimental |
| 30 |
martanto/eruption-forecast
Volcanic eruption forecasting using seismic data. Process raw seismic tremor... |
|
Experimental |
| 31 |
ujjwalks96/regional-health-accessibility-india
Regional Health Infrastructure Accessibility Index: A Geospatial Equity... |
|
Experimental |
| 32 |
lquinalha/seismic-linter
π Prevent future leakage in time-series forecasting with seismic-linter,... |
|
Experimental |
| 33 |
JiahaoZhang-Public/GlobalBrine-LithiumModel
Global ML model for lithium extraction metrics from brine chemistry and irradiance. |
|
Experimental |
| 34 |
T-Stephen/global-disaster-tracker-ai
π Real-time disaster tracking and AI-powered predictions with interactive... |
|
Experimental |
| 35 |
tusharrr46/geobots.xyz
π Explore global geolocation insights with GeoBots.xyz, an interactive map... |
|
Experimental |
| 36 |
SimranNadaf2608/Geo-Poverty-Analyzer
AI-powered, cloud-native geo-analytics platform for poverty analysis using... |
|
Experimental |
| 37 |
223000740/Real-Time-Crisis-Sentiment-Analysis-And-Mapping
π¨ Submit real-time distress reports and visualize urgent situations on a... |
|
Experimental |
| 38 |
muhammad1125t/proxyearth
π Track Indian mobile numbers and check for data breaches with a... |
|
Experimental |
| 39 |
lisette-espin/PovertyMaps
Interpreting wealth distribution via poverty map inference using multimodal data |
|
Experimental |
| 40 |
TA-Geoforce/Poles-on-Earth
Poles on Earth is an AI web service that provides positions of utility poles... |
|
Experimental |
| 41 |
SupravoCoder/Bhukamp
Bhukamp (ΰ€ΰ₯ΰ€ΰ€ΰ€ͺ - meaning "earthquake" in Hindi) is an intelligent seismic... |
|
Experimental |
| 42 |
Valay17/DISHA--Deep-Learning-based-Cyclone-Intensity-Estimation-with-NLP-based-Report-Generation
A disaster management system integrating deep learning, NLP, and real-time... |
|
Experimental |
| 43 |
fif911/probabilistic_conflict_modelling
ML project that predicts wars with 95% classification accuracy |
|
Experimental |
| 44 |
ganji759/Flood-Prediction-Using-Machine-Learning
IndabaX DRC 2025 Workshop on Flood Prediction Using Satellite Imagery |
|
Experimental |
| 45 |
md-hameem/Climate-Disasters-Warning-Systems
Climate Disaster Warning System is a deep learning-based project for... |
|
Experimental |
| 46 |
javedali99/machine-learning-resources-for-earth-sciences
Machine learning resources for Earth Sciences |
|
Experimental |
| 47 |
djawed-bkh/FIP-Sampling
FIP Sampling (FIPS) is an approach for interval pattern sampling dedicated... |
|
Experimental |
| 48 |
NickEinstein1/CATIA
CATIA is a catastrophe AI system that integrates advanced artificial... |
|
Experimental |
| 49 |
sreeshanth-soma/disasterManagement
A comprehensive platform for managing, tracking, and responding to... |
|
Experimental |
| 50 |
HarshaGitZone/GeoNexusAI
π GeoNexusAI: Geospatial intelligence platform that provides real-time land... |
|
Experimental |
| 51 |
prernarohra/QuakeGuard
QuakeGuard is an innovative project for reducing earthquake intensity and... |
|
Experimental |
| 52 |
RackLabz/Flood-risk-prediction-ml
Flood risk prediction using machine learning and SHAP explainability |
|
Experimental |
| 53 |
LilyBlanca/Lily-flood-prediction-project
A small flood prediction project using Kaggle dataset,it is my first... |
|
Experimental |
| 54 |
matsuri0322/KismenYapayZekaDestekli-AcilAfetYardimSistemi
π¨ Optimize disaster response with this C++ system that prioritizes... |
|
Experimental |
| 55 |
Gobb1e/seismic-event-classification-low-magnitude
π Classify low-magnitude seismic events (M1β4) using reliable machine... |
|
Experimental |
| 56 |
mohamadzar/Projektarbeit-WS23-flood-prediction-deep-learning
Deep learning models for flood prediction, water level forecasting, and... |
|
Experimental |
| 57 |
Ashishreddy-Pirateking/Earthquake-Assessment
π ML-powered seismic hazard assessment for any location on Earth β XGBoost +... |
|
Experimental |
| 58 |
Akari32/crimson-atlas-860
πΊοΈ Discover structured data visualization with crimson-atlas-860 for... |
|
Experimental |
| 59 |
poopmoh1/DisasterM3
π Assess disaster damage effectively with DisasterM3, a dataset combining... |
|
Experimental |
| 60 |
polygon1999/Hermes---AI
π°οΈ Automate flood damage mapping and infrastructure assessment using... |
|
Experimental |
| 61 |
GOItPadma/coastal_dune_analysis
Machine Learning and Statistical Tests for Coastal Dune Classification |
|
Experimental |
| 62 |
ItsIndeSkv/Weighted-Fusion-Disaster-Prediction-Mechanism
π‘οΈ Harness AI to predict natural and human-made disasters, leveraging... |
|
Experimental |
| 63 |
KashafEman/QuakeVision
QuakeVision is a machine learning platform designed to analyze structural... |
|
Experimental |
| 64 |
frankdc2022/KismenYapayZekaDestekli-AcilAfetYardimSistemi
π¨ Manage disasters effectively with this C++ simulation using advanced data... |
|
Experimental |
| 65 |
om-gupta-30/GeoPulse
Geopolitical intelligence platform β real-time event tracking, ML-powered... |
|
Experimental |
| 66 |
vaskoyudha/StuntingMap
πΊοΈ Platform intelijen geospasial stunting Indonesia β 514 kab/kota,... |
|
Experimental |
| 67 |
neerjatiwari/Japan-Earthquake-hotspot-detection
Japan Earthquake Hotspot Detection |
|
Experimental |
| 68 |
chesterchung1998/NUS-5311
Machine learning project which studies the complex dynamics of earthquakes... |
|
Experimental |
| 69 |
annapoorna-a-k/EARTHQUAKE-PREDICTION-using-Various-Machine-Learning-Algorithms
Python for Machine Learning Project on Earthquake Prediction using Python |
|
Experimental |
| 70 |
thisishardik/srm-nature-vault-client
Accelerating Innovation for Rainforest Biodiversity Assessment in a Complex... |
|
Experimental |
| 71 |
MukulDhy/GeoAnalyzer
Developed an innovative web and mobile application capable of analyzing and... |
|
Experimental |
| 72 |
ZINZINBIN/Bayesian-Disruption-Prediction
Research-repository: Bayesian neural networks for predicting disruptions... |
|
Experimental |
| 73 |
thzou/rockfall_detection
Intelligent Rockfall Forecasting Software |
|
Experimental |
| 74 |
Soumyareddy2004/No-Poverty
AI-driven platform aligned with UN SDG Goal 1 that maps poverty-prone areas... |
|
Experimental |
| 75 |
sonu9989/ESTS
Estimator of Subsidence Trend and Seasonality (ESTS): An open-source... |
|
Experimental |
| 76 |
ritikwasvani/Earthquake-Prediction
This Project uses a Deep learning model predicts earthquake magnitude using... |
|
Experimental |
| 77 |
heshamoomar/Predictive-models-using-Machine-Learning-Deep-Learning
models built using various machine learning techniques to predict floods and... |
|
Experimental |
| 78 |
VishalMadle13/Flood-Inundation-Prediction-and-Projection
FIPPS is a Flood Inundation Prediction and Projection System. It is a... |
|
Experimental |
| 79 |
ducspe/seismology_earthquake_prediction
This work was presented at the European Geosciences Union 2023 (EGU23). |
|
Experimental |
| 80 |
Yacineooak/National-Disaster-Management-Web-App-for-Algeria
a National disaster management web app for Algeria where citizens can report... |
|
Experimental |