Keras Tuner

Gant Laborde

What is Keras?

the popular ML API

What is Machine learning?

Much bigger question!

What did TRAINING this look like?

256 nodes followed by 128 nodes all regularized?

All of these parameters are interdpendent

And sometimes takes a week or more to see how they did!?

Guessing

ResNet101v2 defaults

 

ACC: 79.6%

44M Params

Keras tuner

TunableResNet

 

ACC: 100%

24M Params (-45% size)

Exampl Logo Classifier

Whats the cost?

Time

Hypertuning as a phase is a new Visible cost

The hypertuning phase

@GantLaborde

@FunMachineLearn

Join me in the fun!