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Shreyansh Singh Profile picture
Shreyansh Singh
@shreyansh_26
Building Conversational AI systems at @TheLevelAI | ex-AI Research at @Mastercard, @SamsungResearch | Interests - NLP, AI Safety, ML Systems Engg.
Nov 24, 2021 • 21 tweets • 6 min read
My last thread covered a high-level overview of Federated Learning, its applications, advantages & challenges.

But from a mathematical sense, how is Federated Learning training actually performed? That's what we will be looking at in this thread 🧵
First, a brief recap of how Federated Learning training happens, at a high level, from my last thread - [1/n]
Nov 21, 2021 • 20 tweets • 3 min read
I recently started reading about Privacy-preserving ML, as this has been a topic that has always interested me.
I hope to share my learnings here on Twitter.

I started with Federated Learning and here's a detailed thread that will give you a high-level idea of FL🧵 Modern mobile devices have an abundance of data - textual data, image data. Applying ML to these can improve the user experience. [1/n]