Add Joshi dist opt textbook

OpenMined · Nov 22, 2024 · 034451f · 034451f
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@@ -74,4 +74,6 @@ Federated learning involves training statistical models over remote devices or s
 
 ### Books
 
+* [Optimization Algorithms for Distributed Machine Learning](https://link.springer.com/book/10.1007/978-3-031-19067-4) - Textbook discussing SoTA optimization algorithms for distributed/federated machine learning. Access to materials requires subscription.
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 * [Programming Differential Privacy](https://programming-dp.com/) - An open source book about differential privacy, for programmers.