Distributed-AI-kernel
Basic implementation of Gossip Learning (machine learning over fully distributed data), for the case of classification with linear models.
The project is a small demo implementation of Robert Ormandi and Istvan Heged's scientific paper.
Getting Started
git clone https://github.com/Tribler/distributed-ai-kernel.git
We recommend to have Maven installed on your local machine:
sudo apt update
sudo apt install maven
Finally check the installation
mvn -version
Running
mvn exec:java
OUR_AVERAGE SLOPE: 0.7034892602092983 OUR AVERAGE INTERCEPT: 0.6037076408018176
[BEST_FIT LINE]: SLOPE:0.7142857142857143 intercept: 0.6071428571428572
BEST FIT LINE error:1.6071428571428577
OUR LINE error:1.6139083467505504
RELATIVE ERROR: 0.995808008787293
Running the tests
mvn test
Authors
- JayDew - Initial work - GitHub
- Matei Enache - Initial work - GitHub
- Johan Pouwelse - Coordonator - GitHub
License
This project is licensed under the MIT License
Acknowledgments
- Hat tip to anyone whose code was used
- The project is still in early days of development