Online Neural Network (ONN)

This is a Tensorflow implementation of the Online Deep Learning: Learning Deep Neural Networks on the Fly paper.

Installing

How to use

from benchmark.onn import ONN

model = ONN(n_features, n_classes, n_layers=n_layers, learning_rate=learning_rate)

# Make prediction
pred = model.predict(inputs)

# Update model
model.partial_fit(inputs, targets)

• See the file main.py for prequential evaluation of ONN+ADWIN

References

• Online Deep Learning: Learning Deep Neural Networks on the Fly