https://github.com/nxllpointer/ziplocator

Predict geographical location by zip code
https://github.com/nxllpointer/ziplocator

Last synced: 9 months ago
JSON representation

Predict geographical location by zip code

• Host: GitHub
• URL: https://github.com/nxllpointer/ziplocator
• Owner: Nxllpointer
• Created: 2025-01-27T20:42:46.000Z (about 1 year ago)
• Default Branch: master
• Last Pushed: 2025-02-21T21:03:50.000Z (about 1 year ago)
• Last Synced: 2025-03-30T07:43:25.308Z (12 months ago)
• Language: Rust
• Size: 285 KB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
# Ziplocator

Predict US zipcode locations using a neural network \

*Uni project*

![ziplocator ui](https://github.com/user-attachments/assets/40fdbe6d-4634-43a1-b858-7b44b56c756e)

## Crates

### ziplocator-data

- Download dataset

- Create [polars](https://docs.rs/polars/latest/polars/) dataframe

- Specific data queries

### ziplocator-nn

- Neural network using [burn](https://docs.rs/burn/latest/burn/)

- Training

- Inference

### ziplocator-ui

- User interface with [iced](https://docs.rs/iced/latest/iced/)

- Interactive map

  - [OpenStreetMap](https://www.openstreetmap.org)

  - Rendered by [galileo](https://docs.rs/galileo/latest/galileo/)

- NN layer debug menu

## Architecture overview

![ziplocator-architecture-darkmode](https://github.com/user-attachments/assets/e2952042-e94c-44d5-8f5a-ddbbe67b1dd1#gh-dark-mode-only)

![ziplocator-architecture-lightmode](https://github.com/user-attachments/assets/5abb209a-f6e8-4dfc-8415-e6eb2287e75a#gh-light-mode-only)