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 71 disaster prediction ml frameworks tracked. The highest-rated is ODINN-SciML/MassBalanceMachine at 45/100 with 41 stars.
Get all 71 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=disaster-prediction-ml&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Framework | Score | Tier |
|---|---|---|---|
| 1 |
ODINN-SciML/MassBalanceMachine
Global machine learning glacier mass balance model, capable of assimilating... |
|
Emerging |
| 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 |
aiddata/accessible-poverty-estimates
Exploring accessible methods and data to estimate poverty |
|
Emerging |
| 8 |
m-bilal-ahmed/RescueMap-AI
Open-source platform for real-time geospatial data validation and disaster... |
|
Emerging |
| 9 |
SrzStephen/DisaVu
A disaster response solution that helps allocate resources to where they're needed. |
|
Emerging |
| 10 |
waleedgeo/FSM-PK
The repository contains data for the paper titled"High-resolution flood... |
|
Emerging |
| 11 |
PabloELara/E3WS
E3WS: Earthquake Early Warning starting from 3 seconds of records on a... |
|
Experimental |
| 12 |
Raushan11r11/Advanced-Human-Life-Detection
π¨ Detect survivors under debris using a portable tool that fuses radar,... |
|
Experimental |
| 13 |
Anser2/IceWatch-Forecasting-Catastrophe-using-AI
IceWatch: Glacial Lake Outburst Flood (GLOF) Prediction System... |
|
Experimental |
| 14 |
elqvixote/metalurgica-data
Open database for metallurgical & mining processes. Synthetic and official... |
|
Experimental |
| 15 |
CodeByPinar/earthquake-explorer
ππ Explore and analyze earthquake data worldwide using this interactive... |
|
Experimental |
| 16 |
StefaniaGentili/NESTORE
NESTORE is a MATLAB package capable to estimate, during ongoing of an... |
|
Experimental |
| 17 |
fahmizainal17/Tensorflow_Flood_Prediction_Project
This project leverages TensorFlow and Keras to build and train a neural... |
|
Experimental |
| 18 |
ByteBard58/SeismoSense
An ML classifier tool which predicts the alert status of earthquakes based... |
|
Experimental |
| 19 |
xairen/DisasterPrediction
Machine learning based natural disaster prediction for US counties |
|
Experimental |
| 20 |
Technozamazing/NETA-SRPBSC
Nepal Earthquake Trend Analysis and Seismic Risk Prediction Based on... |
|
Experimental |
| 21 |
shivamm-verma/Earth-Resource-Monitor
An AI-powered web platform that turns satellite imagery, real-time weather,... |
|
Experimental |
| 22 |
sandipanrakshit34/TerraAlert-Advanced-Earthquake-Forecasting
A realtime earthquake predictor web app with google maps API, that forecasts... |
|
Experimental |
| 23 |
muttannasp/Dynamic-Landmine-Risk-Intelligence-System
π§ Predict and visualize landmine risks using advanced geospatial machine... |
|
Experimental |
| 24 |
LUX-Space-Science-Technology/AI-Supported-Warnings-Notification-System-For-Natural-Disaster
Modular structure that feeds on instant data, warns about natural disasters... |
|
Experimental |
| 25 |
223000740/Real-Time-Crisis-Sentiment-Analysis-And-Mapping
π¨ Submit real-time distress reports and visualize urgent situations on a... |
|
Experimental |
| 26 |
T-Stephen/global-disaster-tracker-ai
π Real-time disaster tracking and AI-powered predictions with interactive... |
|
Experimental |
| 27 |
briangill137/global-hazard-intel-latest
AI-powered global hazard intelligence platform with Glacial Pulse seismic ML... |
|
Experimental |
| 28 |
Ericklumasai12/Natural-Disaster-Prediction
π Predict and analyze natural disasters using AI to enhance early warning... |
|
Experimental |
| 29 |
tusharrr46/geobots.xyz
π Explore global geolocation insights with GeoBots.xyz, an interactive map... |
|
Experimental |
| 30 |
muhammad1125t/proxyearth
π Track Indian mobile numbers and check for data breaches with a... |
|
Experimental |
| 31 |
martanto/eruption-forecast
Volcanic eruption forecasting using seismic data. Process raw seismic tremor... |
|
Experimental |
| 32 |
ujjwalks96/regional-health-accessibility-india
Regional Health Infrastructure Accessibility Index: A Geospatial Equity... |
|
Experimental |
| 33 |
lquinalha/seismic-linter
π Prevent future leakage in time-series forecasting with seismic-linter,... |
|
Experimental |
| 34 |
JiahaoZhang-Public/GlobalBrine-LithiumModel
Global ML model for lithium extraction metrics from brine chemistry and irradiance. |
|
Experimental |
| 35 |
ShalevAtsis/SwellSight
SwellSight is an AI-powered system that analyzes beach cam footage to... |
|
Experimental |
| 36 |
samrth504/GeoRisk-AI
AI-powered geospatial risk analysis platform that evaluates location-based... |
|
Experimental |
| 37 |
malfianp/disaster-monitoring-system
The Disaster Monitoring System is an app for flood prediction and earthquake... |
|
Experimental |
| 38 |
SimranNadaf2608/Geo-Poverty-Analyzer
AI-powered, cloud-native geo-analytics platform for poverty analysis using... |
|
Experimental |
| 39 |
shrutikar/DisasterRecord
DisasterRecord- Disaster Response and Relief Coordination pipeline. |
|
Experimental |
| 40 |
quadroloop/onos
A progressive weather watch system made to record major weather events in... |
|
Experimental |
| 41 |
invcble/Disaster-Risk-Analysis-Platform
Natural Disaster Analysis Website using Deep Learning & Poisson Distribution |
|
Experimental |
| 42 |
ganji759/Flood-Prediction-Using-Machine-Learning
IndabaX DRC 2025 Workshop on Flood Prediction Using Satellite Imagery |
|
Experimental |
| 43 |
AIandGlobalDevelopmentLab/eo-poverty-review
Awesome papers on Earth Observation (EO), Machine Learning (ML), and Causal... |
|
Experimental |
| 44 |
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 |
| 45 |
HarshaGitZone/GeoNexusAI
π GeoNexusAI: Geospatial intelligence platform that provides real-time land... |
|
Experimental |
| 46 |
LilyBlanca/Lily-flood-prediction-project
A small flood prediction project using Kaggle dataset,it is my first... |
|
Experimental |
| 47 |
matsuri0322/KismenYapayZekaDestekli-AcilAfetYardimSistemi
π¨ Optimize disaster response with this C++ system that prioritizes... |
|
Experimental |
| 48 |
ItsIndeSkv/Weighted-Fusion-Disaster-Prediction-Mechanism
π‘οΈ Harness AI to predict natural and human-made disasters, leveraging... |
|
Experimental |
| 49 |
NickEinstein1/CATIA
CATIA is a catastrophe AI system that integrates advanced artificial... |
|
Experimental |
| 50 |
frankdc2022/KismenYapayZekaDestekli-AcilAfetYardimSistemi
π¨ Manage disasters effectively with this C++ simulation using advanced data... |
|
Experimental |
| 51 |
GOItPadma/coastal_dune_analysis
Machine Learning and Statistical Tests for Coastal Dune Classification |
|
Experimental |
| 52 |
SupravoCoder/Bhukamp
Bhukamp (ΰ€ΰ₯ΰ€ΰ€ΰ€ͺ - meaning "earthquake" in Hindi) is an intelligent seismic... |
|
Experimental |
| 53 |
om-gupta-30/GeoPulse
Geopolitical intelligence platform β real-time event tracking, ML-powered... |
|
Experimental |
| 54 |
md-hameem/Climate-Disasters-Warning-Systems
Climate Disaster Warning System is a deep learning-based project for... |
|
Experimental |
| 55 |
polygon1999/Hermes---AI
π°οΈ Automate flood damage mapping and infrastructure assessment using... |
|
Experimental |
| 56 |
poopmoh1/DisasterM3
π Assess disaster damage effectively with DisasterM3, a dataset combining... |
|
Experimental |
| 57 |
Akari32/crimson-atlas-860
πΊοΈ Discover structured data visualization with crimson-atlas-860 for... |
|
Experimental |
| 58 |
Ashishreddy-Pirateking/Earthquake-Assessment
π ML-powered seismic hazard assessment for any location on Earth β XGBoost +... |
|
Experimental |
| 59 |
mohamadzar/Projektarbeit-WS23-flood-prediction-deep-learning
Deep learning models for flood prediction, water level forecasting, and... |
|
Experimental |
| 60 |
RackLabz/Flood-risk-prediction-ml
Flood risk prediction using machine learning and SHAP explainability |
|
Experimental |
| 61 |
Gobb1e/seismic-event-classification-low-magnitude
π Classify low-magnitude seismic events (M1β4) using reliable machine... |
|
Experimental |
| 62 |
javedali99/machine-learning-resources-for-earth-sciences
Machine learning resources for Earth Sciences |
|
Experimental |
| 63 |
lisette-espin/PovertyMaps
Interpreting wealth distribution via poverty map inference using multimodal data |
|
Experimental |
| 64 |
fif911/probabilistic_conflict_modelling
ML project that predicts wars with 95% classification accuracy |
|
Experimental |
| 65 |
TA-Geoforce/Poles-on-Earth
Poles on Earth is an AI web service that provides positions of utility poles... |
|
Experimental |
| 66 |
sreeshanth-soma/disasterManagement
A comprehensive platform for managing, tracking, and responding to... |
|
Experimental |
| 67 |
djawed-bkh/FIP-Sampling
FIP Sampling (FIPS) is an approach for interval pattern sampling dedicated... |
|
Experimental |
| 68 |
vaskoyudha/StuntingMap
πΊοΈ Platform intelijen geospasial stunting Indonesia β 514 kab/kota,... |
|
Experimental |
| 69 |
Alaina1713/AI-Powered-Disaster-Relief-Resource-Allocation
Full-stack AI-powered disaster relief resource allocation system. Predicts... |
|
Experimental |
| 70 |
KashafEman/QuakeVision
QuakeVision is a machine learning platform designed to analyze structural... |
|
Experimental |
| 71 |
prernarohra/QuakeGuard
QuakeGuard is an innovative project for reducing earthquake intensity and... |
|
Experimental |