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)

• PDF
• Tex file

Visual presentation

• HTML

Notebooks

• Automated load and dump detection with LightGBM
  • PDF
  • HTML
  • Code
• Daily report
  • PDF
  • HTML (Recommended)
  • Code (Recommended)