Git Product home page Git Product logo

bluesky-ai's Introduction

BlueSky-AI Logo

BlueSky-AI

Inspiration

Our team is composed of individuals from Alberta and California, where wildfires have raged and our cities have been blanketed in smoke. With such regular wildfires and thin resources, how should fire departments prioritize their resources?

What it does

Taking only the latitude, longitude, start cause, and discovery date, Wildfire-AI uses advanced machine learning to predict the acreage and date the wildfire will be under control. Our momentum design UI is intuitive and user friendly.

assurefire, firesupplier, acquirefire, Blue-skyAI

How I built it

Using Panda's and SQLite3, we parsed the SQLITE file the dataset was packaged in. We loaded everything into a dataframe, where we IS THIS THE RIGHT WORD -> referenced every string into a number between 0 and 1. We then coded the model in tensorflow and trained it. After saving the model weights, we wrote a file to load the dataset, take input from the frontend, and output the date the fire was controlled as well as the acreage burned. The frontend was build in React.js, alongside Flask to interface with the

Challenges I ran into

None of our team members have used SQL, but the dataset was a SQLITE file. We had some trouble parsing it until we started using Panda's.

Please see our Devpost for more. https://devpost.com/software/bluesky-ai

bluesky-ai's People

Contributors

darcyzhangapfsds avatar dependabot[bot] avatar sbhujangari avatar stanleyjzheng avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.