Using PHP-ML for air quality prediction.

Our project uses sensor data from cities [1] that monitor air quality and through Neural Networks (MLP) [2] predicts the air quality for cities that do not have air quality monitoring sensors.

Components

• docker
• jeroennoten/laravel-adminlte
• doctrine/dbal
• laravelcollective/html
• nesbot/carbon
• akaunting/money
• bensampo/laravel-enum
• maatwebsite/excel

Installation

1. Run

$ sudo docker-compose up -d

2. Run

$ composer install

Important: Need create .env and verificad .yml

3. Enter the container

$ sudo docker exec -it seed-app bash
$ php artisan key:generate --show

4. Run Migrations

$ php artisan migrate --step --seed

5. Run

$ php artisan storage:link

Autores

Edilson e Ronald

References

[1] https://aqicn.org/here/

[2] https://php-ml.readthedocs.io/en/0.6.1/machine-learning/neural-network/multilayer-perceptron-classifier/