Case study: TensorFlow Federated
TFF is based on TensorFlow and enables TensorFlow to conduct federated learning.
In order to use it, you need to first install it as follows:
# installation #first step pip3 install tensorflow # GPU support pip3 install tensorflow-gpu #second step pip3 install tensorflow_federated
After installing, you can make a function call by importing the libraries you installed as follows:
# To use TensorFlow Federated # First Step import tensorflow as tf # Second Step import tensorflow_federated as tff
In a nutshell, TFF mainly has two-layer APIs as follows:
- Federated Learning APIs
- Federated Core APIs
These two layers are shown as the top two layers in the following figure:
As shown in the preceding...