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Introduction to Federated Learning and Privacy-preserving Machine Learning with Flower (Session 2)
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Flower Tutorial: “Introduction to Federated Learning (FL) and Privacy-preserving Machine Learning (ML) with Flower” — Session 2; 19 Sept 2024
This was a two-session tutorial targeted at people unfamiliar with the domain. This was a joint production where Flower Labs partnered with Amity University, Noida and the local Communication Systems and Signal Processing Club (CSSP Club).
Topics covered in this tutorial include:
- Federated Learning Basics
- Flower Ecosystem
- Hands-on FL Tutorial
- FlowerTune for LLMs
- FL Privacy and Security including Differential Privacy
- FL with Secure Aggregation
- Challenges in FL
This was a two-session tutorial targeted at people unfamiliar with the domain. This was a joint production where Flower Labs partnered with Amity University, Noida and the local Communication Systems and Signal Processing Club (CSSP Club).
Topics covered in this tutorial include:
- Federated Learning Basics
- Flower Ecosystem
- Hands-on FL Tutorial
- FlowerTune for LLMs
- FL Privacy and Security including Differential Privacy
- FL with Secure Aggregation
- Challenges in FL
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