Download the fantastic book titled An Introduction to Machine Learning written by Miroslav Kubat, available in its entirety in both PDF and EPUB formats for online reading. This page includes a concise summary, a preview of the book cover, and detailed information about "An Introduction to Machine Learning", which was released on 25 September 2021. We suggest perusing the summary before initiating your download. This book is a top selection for enthusiasts of the Computers genre.
Summary of An Introduction to Machine Learning by Miroslav Kubat PDF
This textbook offers a comprehensive introduction to Machine Learning techniques and algorithms. This Third Edition covers newer approaches that have become highly topical, including deep learning, and auto-encoding, introductory information about temporal learning and hidden Markov models, and a much more detailed treatment of reinforcement learning. The book is written in an easy-to-understand manner with many examples and pictures, and with a lot of practical advice and discussions of simple applications. The main topics include Bayesian classifiers, nearest-neighbor classifiers, linear and polynomial classifiers, decision trees, rule-induction programs, artificial neural networks, support vector machines, boosting algorithms, unsupervised learning (including Kohonen networks and auto-encoding), deep learning, reinforcement learning, temporal learning (including long short-term memory), hidden Markov models, and the genetic algorithm. Special attention is devoted to performance evaluation, statistical assessment, and to many practical issues ranging from feature selection and feature construction to bias, context, multi-label domains, and the problem of imbalanced classes.
Detail About An Introduction to Machine Learning PDF
- Author : Miroslav Kubat
- Publisher : Springer Nature
- Genre : Computers
- Total Pages : 458 pages
- ISBN : 3030819353
- Release Date : 25 September 2021
- PDF File Size : 9,5 Mb
- Language : English
- Rating : 4/5 from 21 reviews
Clicking on the GET BOOK button will initiate the downloading process of An Introduction to Machine Learning by Miroslav Kubat. This book is available in ePub and PDF format with a single click unlimited downloads.