Skip to content

fredrikofstad/FL-Appliance-Energy-Prediction-and-Classification

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

68 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Appliance energy consumption prediction and classification using federated learning

This repository uses federated learning (FL) to:
(i) train a model that can predict the energy consumption of appliances in a household, and
(ii) train another model that can classify the type of electricity appliances according to their energy consumption recordings.

The models are built using keras and aggregated with the tensorflow_federated package.

The repository is written in a more functional programming style to better suit integration into a jupyter notebook.

To run this repository on Google Colab, you can do so here!

About

This repository houses a Federated Learning project that trains models to predict the energy use of appliances and classifies them accordingly

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors