Learn Keras for Deep Neural Networks: A Fast-Track Approach to Modern Deep Learning with Python

© Jojo Moolayil 2019

Jojo MoolayilLearn Keras for Deep Neural Networkshttps://doi.org/10.1007/978-1-4842-4240-7_5

5. Tuning and Deploying Deep Neural Networks

Jojo Moolayil¹ 

(1)

Vancouver, BC, Canada

 

So far in the journey of this book, we have primarily talked about how to develop a DNN for a given use case and looked at a few strategies and rules of thumb to bypass roadblocks we could face in the process. In this chapter, we will discuss the journey onward after developing the initial model by exploring the methods and approaches you need to implement when the model developed doesn’t perform to your expectations. We will discuss regularization and hyperparameter tuning, and toward the end of the chapter, we will also have a high-level view of the ...