+
+
+
+ Disco is an easy-to-use mobile app and web software that enables
+ collaborative and privacy-preserving training of machine learning
+ models, running directly in your browser. Leveraging federated and
+ decentralized learning, Disco ensures seamless collaboration while
+ maintaining data privacy.
+
+
+
+
+
+
+ Federated Learning
+
+
+ The key insight is to share weight updates instead of data - each user
+ trains on their own device and periodically shares weight updates with
+ a central server, while keeping data local at all times. The server
+ will agreggate all these weights between participants, and send them
+ back.
+
+
+
+
+
+
+
+
+ Decentralized Learning
+
+
+ Building upon the same principles as in federated learning,
+ decentralized learning achieved allows collaboration and data privacy
+ without the need for a central coordinator. Updates are shared purely
+ via peer2peer communication. Disco puts users in control of the entire
+ collaborative training process, without a central point of failure.
+
+
+
+
+
+
+ Why use Disco?
+
+
+
+
+ Supports arbitrary deep learning architectures
+
+
+
Disco supports arbitrary deep learning tasks and model
+ architectures, running on your device via TensorFlow.js
+
+
+
+
Data and model privacy
+
+ Data privacy by design - no data ever leaves any device. Models
+ updates can be protected by encryption (secure multiparty
+ computation), and by differential privacy.
+
+
+
+
+
Runs anywhere
+
+ Disco runs in the browser, from any device equipped with a modern
+ browser. For developers, we also offer a standalone node.js version,
+ not needing any browser.
+
+
+
+
+
+
+
+
+
+ Train a model and contribute to existing
+
+
+
+
+
-
diff --git a/webapp/src/components/pages/AboutUs.vue b/webapp/src/components/pages/AboutUs.vue
index 43b1b89fe..326aaebe4 100644
--- a/webapp/src/components/pages/AboutUs.vue
+++ b/webapp/src/components/pages/AboutUs.vue
@@ -1,17 +1,21 @@