An Introduction to Machine Learning, 2nd Edition
This book presents fundamental machine learning concepts in an easy to understand manner by providing practical advice, using straightforward examples, and offering engaging discussions of relevant applications. The main topics include Bayesian classifiers, nearest-neighbor classifiers, linear and polynomial classifiers, decision trees, neural networks, and support vector machines. Later chapters show how to combine these simple tools by way of "boosting," how to exploit them in more complicated domains, and how to deal with diverse advanced practical issues. One chapter is dedicated to the popular genetic algorithms. This revised edition contains three entirely new chapters on critical topics regarding the pragmatic application of machine learning in industry. The chapters examine multi-label domains, unsupervised learning and its use in deep learning, and logical approaches to induction as well as Inductive Logic Programming. Numerous chapters have been expanded, and the presentation of the material has been enhanced. The book contains many new exercises, numerous solved examples, thought-provoking experiments, and computer assignments for independent work.
Download free tutorial in PDF (348 pages) created by Miroslav Kubat .
| Pages : | 348 |
| Size : | |
| File type : | HTML |
| Downloads: | 197 |
| Created: | 2021-05-15 |
| License: | Free |
| Author(s): | Miroslav Kubat |
Others Machine Learning Tutorials
The Hundred-Page Machine Learning Book
Reinforcement Learning: An Introduction, Second Edition
Others related eBooks about An Introduction to Machine Learning, 2nd Edition
Sensor TechnologiesSensor Technologies: Healthcare, Wellness and Environmental Applications explores the key ..., download free Sensor tutorial in PDF (336 pages) created by Michael J. McGrath ....
Think Data StructuresDownload free course Think Data Structures, pdf file on 187 pages by Allen Downey....
Logical ReasoningThe goal of this book is to improve your logical-reasoning skills. Your logical-reasoning skills are a complex weave of abilities that help you get someone's point, generate reasons for your own point, evaluate the reasons given by others, decide what or what not to do, decide what information to ...
Jenkins: The Definitive GuideDownload free course Jenkins: The Definitive Guide, pdf file on 417 pages by John Ferguson Smart....
The InfoSec HandbookThe InfoSec Handbook offers the reader an organized layout of information that is easily r..., download free InfoSec tutorial in PDF (392 pages) created by Umesh Hodeghatta Rao ....
Contribute to OpensourceDownload free course Contribute to Opensource, pdf file on 100 pages by Daniele Scasciafratte....
Keras SuccinctlyDownload free course Keras Succinctly, pdf file on 105 pages by James McCaffrey....
The Complete Guide to Rooting Your Android Phone or TabletDownload free Android PDF tutorial in 12 chapters and 18 pages. This course helps users to know the efficient way to root their Android smartphone or tablet. ...
The Little Redis BookThe book is many years old, but still relevant. Redis has evolved a lot, but most of that ..., download free Redis tutorial in PDF (31 pages) created by ....
Intrusion Detection Systems with SnortDownload free eBook in PDF about Intrusion Detection Systems with Snort, Advanced IDS Techniques Using Snort, Apache, MySQL, PHP, and ACID....