An Introduction to Machine Learning Kubat Miroslav
An Introduction to Machine Learning Kubat Miroslav This textbook offers a comprehensive introduction to Machine Learning techniques and algorithms. The book is written in an easy-to-understand manner…
Specifikacia An Introduction to Machine Learning Kubat Miroslav
An Introduction to Machine Learning Kubat Miroslav
This textbook offers a comprehensive introduction to Machine Learning techniques and algorithms. 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, 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.