Machine Learning: A Constraint-Based Approach
| Author | : | |
| Rating | : | 4.84 (868 Votes) |
| Asin | : | 0081006594 |
| Format Type | : | paperback |
| Number of Pages | : | 442 Pages |
| Publish Date | : | 2016-03-16 |
| Language | : | English |
DESCRIPTION:
He is in the list of top Italian scientists kept by VIAAcademy(topitalianscientists/top_italian_scientistspx). . He was the Chairman of the Italian Chapter of the IEEE Computational Intelligence Society, and the President of the Italian Association for Artificial Intelligence. About the Author Professor Gori's research interests are in the field of artificial intelligence, with emphasis on machine learning and game playing. Dr. He is a co-author of the book “Web Dragons: Inside the myths of search engines technologies, Morgan Kauffman (Elsevier), 2007. Gori is a fellow of the IEEE, ECCAI, and IAPR
The book presents the information in a truly unified manner that is based on the notion of learning from environmental constraints. For example, most resources present regularization when discussing kernel machines, but only Gori demonstrates that regularization is also of great importance in neural nets.This book presents a simpler unified notion of regularization, which is strictly connected with the parsimony principle, and includes many solved exercises that are classified according to the Donald Knuth ranking of difficulty, which essentially consists of a mix of warm-up exercises that lead to deeper research problems. Machine Learning: A Constraint-Based Approach provides readers with a refreshing look at the basic models and algorithms of machine learning, with an emphasis on current topics of interest that includes neural networks and kernel machines. A software simulator is also included.Presents fundamental machine learning concepts, such as neural networks and kernel machines in a unified mannerProvides in-depth coverage of unsupervised and semi-supervised learningIncludes a software simulator for kernel machines and learning from constraints that also includes exercises to facilitate learningContains 250 solved examples and exercises chosen particularly for their progression of difficulty from simple to complex
He was the Chairman of the Italian Chapter of the IEEE Computational Intelligence Society, and the President of the Italian Association for Artificial Intelligence. Dr. He is a co-author of the book “Web Dragons: Inside the myths of search engines technologies, Morgan Kauffman (Elsevier), 2007. Gori is a fellow of the IEEE, ECCAI, and IAPR. . He is in the list of top Italian scientists kept by VIAAcademy(topitalianscientists/top_italian_scientists