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: | 256 |
| Created: | 2021-05-15 |
| License: | Free |
| Author(s): | Miroslav Kubat |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others Machine Learning Tutorials
Machine Learning with TensorFlow
Efficient Learning Machines: Theories, Concepts, and Applications for Engineers and System Designers
Interpretable Machine Learning
Interpretable Machine Learning: A Guide for Making Black Box Models Explainable
Others related eBooks about An Introduction to Machine Learning, 2nd Edition
SQL injection: attacks and defensesDownload free SQL Injection pdf tutorial on 24 pages by Dan Boneh ,learn how the QL Injection works and how preventing from it....
Understanding API SecurityGone are the days when it was acceptable for a piece of software to live in its own little..., download free API Security tutorial in PDF (205 pages) created by ....
GNU GREP and RIPGREPDownload free course GNU GREP and RIPGREP, pdf file on 111 pages by Sundeep Agarwal....
Making Servers WorkDownload free course Making Servers Work, pdf file on 281 pages by Jamon Camisso....
Foundations of Software Science and Computation StructuresDownload free course Foundations of Software Science and Computation Structures, pdf file on 586 pages by Christel Baier, Ugo Dal Lago....
Reversible Computation: Extending Horizons of ComputingDownload free course Reversible Computation: Extending Horizons of Computing, pdf file on 250 pages by Irek Ulidowski, Ivan Lanese, Ulrik Pagh Schultz, Carla Ferreira....
Ernst Denert Award for Software Engineering 2019Download free course Ernst Denert Award for Software Engineering 2019, pdf file on 142 pages by Michael Felderer, Wilhelm Hasselbring, Heiko Koziolek, Florian Matthes, Lutz Prechelt, Ralf Reussner, Bernhard Rumpe, Ina Schaefer....
Think Complexity, 2nd EditionComplexity science uses computation to explore the physical and social sciences. In Think ..., download free Complexity tutorial in PDF (200 pages) created by ....
Microsoft Platform and Tools for Mobile App DevelopmentDownload free course Microsoft Platform and Tools for Mobile App Development, pdf file on 154 pages by Cesar de la Torre, Simon Calvert....
iOS App Reverse EngineeringThis book is the world's first book of very detailed iOS App reverse engineering skills, targeting 4 kinds of readers:...