Awesome Flower List

A list of resources where Flower is used.

Framework Support

• TensorFlow
• Keras
• PyTorch
• PyTorch Lightning
• SciKit
• MXNet

Paper

• Flower: A Friendly Federated Learning Research Framework
• A first look into the carbon footprint of federated learning
• On-device Federated Learning with Flower
• FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout

Blog Post

AWS Architecture Blog:

• Applying Federated Learning for ML at the Edge

OpenMined:

• What should you consider when building an enterprise federated learning system?

Flower Blog:

• Learn to adapt Flower for your use-case

Towards Data Science:

• Scaling Flower with Multiprocessing
• Differentially Private Federated Learning with Flower and Opacus
• Design a federated learning system in seven steps

Medium:

• Introduction to Flower

MLOps:

• Compositional Object Classifier

KDNuggets:

• Federated Learning: Collaborative Machine Learning with a Tutorial on How to Get Started

CanDIG Posts:

• Federated Learning on CanDIG

Analytics Vidhya:

• Federated Learning for Beginners

Analytics India Mag:

• Guide To Flower – A Framework To Build Federated Learning Systems

Inovex Blog:

• Federated Learning: Frameworks for Decentralized Private Training – Part 2

LinkedIn:

• Federated Learning: Same mask but different faces

EXXACT:

• Federated Learning: Collaborative Machine Learning with a Tutorial on How to Get Started

GitHub Repositories

• Flower source code: Flower Repository
• Blochchain meets Flower:
  • Nevermined
  • Talan Innovation Factory
• Scaling Flower: Matturche Repository
• Opacus Example: Matturche Repository

Videos

• Flower Summit 2021
• Secure Aggregation for Federated Learning in Flower
• Wake up and smell the Flower's
• FLOW Seminar #23

Podcasts

• PracticalAI Podcast: Friendly Federated Learning
• Python Podcast: Federated Learning For All With Flower