| Autore |
Campbell Sawyer D
|
| Edizione | [1st ed.] |
| Pubbl/distr/stampa |
Newark : , : John Wiley & Sons, Incorporated, , 2023
|
| Descrizione fisica |
1 online resource (595 pages)
|
| Disciplina |
537.0285/63
|
| Altri autori (Persone) |
WernerDouglas H
|
| Collana |
IEEE Press Series on Electromagnetic Wave Theory Series
|
| Soggetto topico |
Artificial intelligence
Deep learning (Machine learning)
|
| ISBN |
9781119853923
1119853923
9781119853909
1119853907
|
| Formato |
Materiale a stampa  |
| Livello bibliografico |
Monografia |
| Lingua di pubblicazione |
eng
|
| Nota di contenuto |
Cover -- Title Page -- Copyright -- Contents -- About the Editors -- List of Contributors -- Preface -- Part I Introduction to AI‐Based Regression and Classification -- Chapter 1 Introduction to Neural Networks -- 1.1 Taxonomy -- 1.1.1 Supervised Versus Unsupervised Learning -- 1.1.2 Regression Versus Classification -- 1.1.3 Training, Validation, and Test Sets -- 1.2 Linear Regression -- 1.2.1 Objective Functions -- 1.2.2 Stochastic Gradient Descent -- 1.3 Logistic Classification -- 1.4 Regularization -- 1.5 Neural Networks -- 1.6 Convolutional Neural Networks -- 1.6.1 Convolutional Layers -- 1.6.2 Pooling Layers -- 1.6.3 Highway Connections -- 1.6.4 Recurrent Layers -- 1.7 Conclusion -- References -- Chapter 2 Overview of Recent Advancements in Deep Learning and Artificial Intelligence -- 2.1 Deep Learning -- 2.1.1 Supervised Learning -- 2.1.1.1 Conventional Approaches
|
| Record Nr. | UNINA-9911019109303321 |
Info
Advances in Electromagnetics Empowered by Artificial Intelligence and Deep Learning
