Modern Deep Learning for Tabular Data: Novel Approaches to Common Modeling Problems - Couverture souple

Ye, Andre; Wang, Zian

Couverture souple

ISBN 10 : 1484286936 ISBN 13 : 9781484286937

Editeur : Apress, 2023

Synopsis

○ Section 1: Machine Learning and Tabular Data

■ Chapter 1 - Introduction to Machine Learning

■ Chapter 2 - Data Tools

○ Section 2: Applied Deep Learning Architectures

■ Chapter 3 - Artificial Neural Networks

■ Chapter 4 - Convolutional Neural Networks

■ Chapter 5 - Recurrent Neural Networks

■ Chapter 6 - Attention Mechanism

■ Chapter 7 - Tree-based Neural Networks

○ Section 3: Deep Learning Design and Tools

■ Chapter 8 - Autoencoders

■ Chapter 9 - Data Generation

■ Chapter 10 - Meta-optimization

■ Chapter 11 - Multi-model arrangement

■ Chapter 12 - Deep Learning Interpretability

○ Appendix A

Détails de l'édition

• Éditeur: Apress
• Date d'édition: 2023
• Langue: anglais
• ISBN 10: 1484286936
• ISBN 13: 9781484286937
• Reliure: Broché
• Nombre de pages: 872
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible