Chapter 9 Swarm and Evolutionary Intelligence in Deep Learning

This chapter is devoted to deep learning optimization applications. A theoretical background discussion of deep unidirectional, bi-directional long short-term memory (LSTM and Bi-LSTM) and Convolutional Neural Networks (CNN) is presented and also topology and weight swarm and evolutionary optimization methods applied on those deep learning methods. The experimental part of this chapter is involved with swarm intelligence and evolutionary computation examples implemented on deep learning models including an illustrative example of covid19 diagnosis from chest x-ray images.

Deep LSTM and Bi-LSTM networks

In the recent past deep unidirectional Long Short-Term Memory (LSTM) networks ...

Get Swarm Intelligence and Evolutionary Computation now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.