Practical MATLAB Deep Learning: A Projects-Based Approach

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2022

M. Paluszek et al.Practical MATLAB Deep Learninghttps://doi.org/10.1007/978-1-4842-7912-0_5

5. Algorithmic Deep Learning

Michael Paluszek¹  , Stephanie Thomas²   and Eric Ham²  

(1)

Plainsboro, NJ, USA

(2)

Princeton, NJ, USA

 

Abstract

In this chapter, we introduce the Algorithmic Deep Learning Neural Network (ADLNN), a deep learning system that incorporates algorithmic descriptions of the processes as part of the deep learning neural network. The dynamical models provide domain knowledge. These are in the form of differential equations. The outputs of the network are both indications of failures and updates to the parameters of the models. Training can be done ...