AWS Disaster Response Hackathon: Improve Disaster Response with Machine Learning - Devpost

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Which phases of the disaster life cycle does your project target?

Mitigation
Preparedness
Response
Recovery

What type of machine learning algorithm have you applied?

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Unsupervised learning
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DisaVu — DisaVu

DisaVu is a disaster response solution that helps direct relief resources to where they are needed most using a sophisticated machine learning approach.

Thunderstorm Prediction using ML — Thunderstorm Prediction using ML

By finding correlations between the atmospheric conditions at the time of the lightning strike, we were able to predict the occurrence of lightning and thunderstorms.

Wildfire Mitigation: Computer Vision ID of Hazard Fuels — Wildfire Mitigation: Computer Vision ID of Hazard Fuels

To aid land managers in quickly identifying and responding to tree disease and mortality, we developed a computer vision model to ID diseased and dead trees from open-source available Landsat data.

AI Wonder girls: Disaster Response Assistant — AI Wonder girls: Disaster Response Assistant

And all women team doing AI for social good, one project at a time

Migratory Birds for Earthquake Forecasting — Migratory Birds for Earthquake Forecasting

Migratory birds are magneto-receptive. Geomagnetic changes are generated a few days prior to earthquakes. We believe that feeding a BLSTM with White Stork behaviour can lead to earthquake prediction.

Soteria — Soteria

Use Machine Learning with satellite imagery to map natural disaster impacts for faster emergency response.

Global fire spread prediction system — Global fire spread prediction system

The tech team at Satellite Vu applied our knowledge of wildfires, satellite imagery and machine learning to demonstrate a fire spread prediction system which could be applied globally

SAATHI- The Saviour — SAATHI- The Saviour

SAATHI is your friend, your saviour, and your companion to help you predict flood beforehand,

The preservation of the environment — The preservation of the environment

The preservation of the environment

California Wildfires — California Wildfires

Predict California wildfires with Sagemaker-based LightGBM AI model. Visualize California wildfire history and predictions with Amplify Geo for AWS Amplify.

Flood response tool — Flood response tool

A tool for identifying areas affected by flooding using ML and assessing the impact over a map-based UI.

Quaker — Quaker

We can't stop the earthquake, but we can minimize the damage .

AI DEWS — AI DEWS

Disaster early response application

Forrus — Forrus

Forrus is an AIoT device powered by TigerGraph and AWS EC2 DL1 for real-time alerts for wildfire mitigation.

Floodie — Floodie

Floodie is an application that leverages aerial surveillance to aid emergency response teams to properly direct efforts for fast and efficient recovery.

Ignis - Wildfire Prediction — Ignis - Wildfire Prediction

Predict the occurrence of wildfires based on remote sensing data from MODIS (Moderate Resolution Imaging Spectroradiometer), an instrument carried on board the NASA's Terra platform.

Disaster damage assessment from social media image — Disaster damage assessment from social media image

Our team proposed to build a computer vision app allowing users to take social media disaster images of a building, road or bridge and automatically classify the damage as : severe, mild or no damage.

WildSat — WildSat

WildSat employs machine learning to provide cheap,fast and reliable wildfire detection system.

Disaster Atlas — Disaster Atlas

A mobile app designed to inform users about natural disasters, offer an optimal route toward safety, and spark action by encouraging users to donate to causes in need.

Urban Heat Release — Urban Heat Release

Take action to get a little reduction in heat

Inferno Detection — Inferno Detection

Predicting the wildfire

Wildfire prediction — Wildfire prediction

Predict future wildfires with Visual Transformers. This tool finds past wildfires, crops pre-fire satellite images, and creates a dataset of locations that will be burned after the image is taken.

Sage2therescue! — Sage2therescue!

Engineering Rescue Services To The Right Places

NLP for improved humanitarian response & analysis — NLP for improved humanitarian response & analysis

theDEEP - a quantum leap for Digital Humanitarians

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