Flower Examples Documentation

• Flower Example using XGBoost
• Flower Example using XGBoost (Comprehensive)
• On-device Federated Finetuning for Speech Classification
• Federated finetuning of a ViT
• Vertical Federated Learning example
• Flower Example using scikit-learn
• Flower Simulation example using TensorFlow/Keras
• Flower Simulation example using PyTorch
• Flower Example using TensorFlow/Keras
• Flower TabNet Example using TensorFlow
• Flower Example using scikit-learn
• Flower Example using PyTorch
• Flower Example using PyTorch Lightning
• Flower Example using Pandas
• Flower Example using MONAI
• Flower Example using MLX
• Flower Example using TensorFlow/Keras + MLCube
• JAX: From Centralized To Federated
• Federated HuggingFace Transformers using Flower and PyTorch
• Flower Example using fastai
• Flower Clients in C++ (under development)
• PyTorch: From Centralized To Federated
• Flower Example for Federated Variational Autoencoder using Pytorch
• Differentially Private Federated Learning using Opacus, PyTorch and Flower
• LLM FlowerTune: Federated LLM Fine-tuning with Flower
• FLiOS - A Flower SDK for iOS Devices with Example
• fl_dp_sa
• Leveraging Flower and Docker for Device Heterogeneity Management in Federated Learning
• Flower Simulation Step-by-Step
• 30-minute tutorial running Flower simulation with PyTorch
• Flower Example using KaplanMeierFitter
• Federated Learning on Embedded Devices with Flower
• Flower Example Using Tensorflow/Keras and Tensorflow Privacy
• Using custom mods 🧪
• Flower Example using Custom Metrics
• Secure aggregation with Flower (the SecAgg+ protocol) 🧪
• Flower App (PyTorch) 🧪
• Flower Android Example (TensorFlowLite)
• Flower Android Client Example with Kotlin and TensorFlow Lite 2022
• Advanced Flower Example (TensorFlow/Keras)
• Advanced Flower Example (PyTorch)