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RoadAI

Team NoDig's code for the RoadAI competition.

GitHub repository

Prerequisite

  • Python >= 3.11.1

(Optional) Devcontainer requirements

  • VSCode
  • VSCode Dev Containers extension
  • Docker

General Setup

  1. Clone project
  2. Download GPS data from RoadAI Google Disk and extract it to the folder data/GPSData

Standard setup

Either

  • Run pip install -r requirements.txt to install all dependencies

Or

  • Install jupyter separately, and run the notebooks which will install the remaining dependencies themselves.

Devcontainer setup

  1. Start Docker
  2. Open VSCode
  3. Open in devcontainer by clicking View -> Command Palette -> Dev Containers: Rebuild and Reopen in container
  4. Open a terminal in the project
  5. Run the command jupyter notebook --allow-root
  6. Click on link to open jupyter notebook in the browser
  7. Visit and run notebooks

Article submitted to Nordic Machine Intelligence (NMI)

Visual presentation

Notebooks

  • Automated load and dump detection with LightGBM
  • Daily report