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

Ye, Andre; Wang, Zian

 
9781484286937: Modern Deep Learning for Tabular Data: Novel Approaches to Common Modeling Problems
Softcover
ISBN 10: 1484286936 ISBN 13: 9781484286937
Publisher: 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

"synopsis" may belong to another edition of this title.

Publisher
Apress
Publication date
2023
Language
English
ISBN 10 
1484286936
ISBN 13 
9781484286937
Binding
Paperback
Number of pages
872

Other Popular Editions of the Same Title

9781484286913: Modern Deep Learning for Tabular Data: Novel Approaches to Common Modeling Problems

Featured Edition

ISBN 10:  148428691X ISBN 13:  9781484286913
Publisher: Apress, 2022
Softcover