Under Construction 🚧

Federated machine learning for the web.

An open-sourced federated learning platform and framework, that allows you to collaboratively train machine learning models on the web, privately and at scale.

🚀 Managed Federated Learning

Kernio is a fully managed decentralised federated learning cloud service. Join with your own private cloud account and let Kernio handle the rest.

🧠 Machine Learning for Everyone

No need to be a federated learning expert to deploy a model, or a data scientist to provide data. Kernio makes it easy for everyone to contribute.

🔒 Privacy First

Kernio is built with privacy in mind. We never see your data, and we can only act on your cloud instance with your encrypted keys. Your keys, your data.

🌍 Build Better Together

Join communities and contribute to the training and building of models. The more data, the better the models, the better the insights, the better the world.


Powerful insights on your data.

Join a community of data providers and model trainers to collaboratively train machine learning models on the web. You keep your data to yourself, and watch the insights roll in.

Heart Disease Prediction

by @kernio

NHS Electronic Health Record

Federated model for binary risk classification prediction of heart disease.

Next round in: -701 days

Health

Breast Cancer Prediction

by @kernio

Breast Mass FNA

Prediction of malignant or cancerous breast cancer tissue from FNA scans.

Next round in: -699 days

Health

Heart Attack Prediction

by @kernio

Medical Records

Prediction of heart attack risk based on patient health data.

Next round in: -691 days

Health

Diabetes Prediction

by @kernio

Medical Patient Data

Prediction of diabetes risk based on patient data and physical measurements.

Next round in: -698 days

Health

Proudly Open Source

Kernio is open source and powered by open source software. The code is available on GitHub.

1 stars on GitHub