Neural Networks and Deep Learning
The basics of neural networks: Many traditional machine learning models can be understood as special cases of neural networks. An emphasis is placed in the first two chapters on understanding the relationship between traditional machine learning and neural networks. Support vector machines, linear/logistic regression, singular value decomposition, matrix factorization, and recommender systems are shown to be special cases of neural networks. These methods are studied together with recent feature engineering methods like word2vec.
Fundamentals of neural networks: A detailed discussion of training and regularization is provided in Chapters 3 and 4. Chapters 5 and 6 present radial-basis function (RBF) networks and restricted Boltzmann machines.
Advanced topics in neural networks: Chapters 7 and 8 discuss recurrent neural networks and convolutional neural networks. Several advanced topics like deep reinforcement learning, neural Turing machines, Kohonen self-organizing maps, and generative adversarial networks are introduced in Chapters 9 and 10.
The book is written for graduate students, researchers, and practitioners. Numerous exercises are available along with a solution manual to aid in classroom teaching. Where possible, an application-centric view is highlighted in order to provide an understanding of the practical uses of each class of techniques.
Table of contents
| Pages : | 512 |
| Size : | 7.3 MB |
| File type : | |
| Downloads: | 108 |
| Created: | 2022-02-03 |
| License: | CC BY |
| Author(s): | Charu C. Aggarwal |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others network Tutorials
Advanced Linux Network Administration LPI 202
Artificial Neural Networks - Methodological Advances and Biomedical Applications
Secrets of Network Cartography: A Comprehensive Guide to Nmap
Others related eBooks about Neural Networks and Deep Learning
Hacking PortugalDownload free course Hacking Portugal, pdf file on 67 pages by Dinis Cruz....
Cisco ACE to NginxDownload free course Cisco ACE to Nginx, pdf file on 51 pages by Faisal Memon....
An Introduction to Computer NetworksAn Introduction to Computer Networks, a free and open general-purpose computer-networking ..., download free Computer Networks tutorial in PDF (896 pages) created by Peter L Dordal ....
WLAN network basicsDownload free WLAN network basics Systems (example:802.11 WLAN Systems) course material, tutorial training, a PDF file under 53 pages by veriwave....
Language Technologies for the Challenges of the Digital AgeDownload free course Language Technologies for the Challenges of the Digital Age, pdf file on 315 pages by Georg Rehm, Thierry Declerck....
The Internet MythDownload free course The Internet Myth, pdf file on 169 pages by Paolo Bory....
Introduction to Ethical HackingDownload Introduction to ethical hacking in PDF, training document under 12 pages intended to beginners....
Zabbix 1.8 Network MonitoringImagine you're celebrating the start of the weekend with Friday-night drinks with a few fr..., download free Network Monitoring tutorial in PDF (428 pages) created by Rihards Olups ....
Why Should I Care? Mobile Security for The Rest of UsDownload free course Why Should I Care? Mobile Security for The Rest of Us, pdf file on 46 pages by Veracode....
Virtual Private Networks free tutorialDownload free pdf tutorial about Virtual Private Networks, document created by FEUP MPR under Creative commons license. A VPN is a secure tunnel (we can also speak of a virtual link) allowing communication between two entities, including over insecure networks such as the Internet....