Narrow your search

Library

VUB (5)

KU Leuven (4)

UCLouvain (4)

UGent (4)

ULB (4)

ULiège (4)

UAntwerpen (2)

UNamur (2)

NATO Library (1)

Odisee (1)

More...

Resource type

book (8)


Language

English (7)

German (1)


Year
From To Submit

2021 (1)

2020 (1)

2019 (1)

2016 (1)

2014 (1)

More...
Listing 1 - 8 of 8
Sort by
Introduction to machine learning
Author:
ISBN: 9780262012430 026201243X 9789533070346 9780262267052 Year: 2010 Publisher: Cambridge, Mass. : MIT Press,

Loading...
Export citation

Choose an application

Bookmark

Abstract


Book
Introduction to machine learning
Author:
ISBN: 9780262028189 0262028182 9780262325745 0262325748 0262325756 Year: 2014 Publisher: Cambridge, Massachusetts MIT Press

Loading...
Export citation

Choose an application

Bookmark

Abstract

The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, optimize robot behavior so that a task can be completed using minimum resources, and extract knowledge from bioinformatics data. Introduction to Machine Learning is a comprehensive textbook on the subject, covering a broad array of topics not usually included in introductory machine learning texts. Subjects include supervised learning; Bayesian decision theory; parametric, semi-parametric, and nonparametric methods; multivariate analysis; hidden Markov models; reinforcement learning; kernel machines; graphical models; Bayesian estimation; and statistical testing.Machine learning is rapidly becoming a skill that computer science students must master before graduation. The third edition of Introduction to Machine Learning reflects this shift, with added support for beginners, including selected solutions for exercises and additional example data sets (with code available online). Other substantial changes include discussions of outlier detection; ranking algorithms for perceptrons and support vector machines; matrix decomposition and spectral methods; distance estimation; new kernel algorithms; deep learning in multilayered perceptrons; and the nonparametric approach to Bayesian methods. All learning algorithms are explained so that students can easily move from the equations in the book to a computer program. The book can be used by both advanced undergraduates and graduate students. It will also be of interest to professionals who are concerned with the application of machine learning methods.


Book
Machine learning : the new AI
Author:
ISBN: 9780262529518 0262529513 9780262337595 0262337592 Year: 2016 Publisher: Cambridge (Mass.): MIT Press,

Loading...
Export citation

Choose an application

Bookmark

Abstract

A concise overview of machine learning -- computer programs that learn from data -- which underlies applications that include recommendation systems, face-recognition, and driverless cars


Book
Machine learning
Author:
ISBN: 9780262365369 0262365367 9780262542524 0262542528 Year: 2021 Publisher: Cambridge, Massachusetts The MIT Press


Book
Maschinelles Lernen.
Author:
ISBN: 3110740192 Year: 2019 Publisher: Berlin/München/Boston : Walter de Gruyter GmbH,

Loading...
Export citation

Choose an application

Bookmark

Abstract

Machine learning means artificially generating knowledge from experience. This book discusses methods from the fields of statistics and pattern recognition, and combines various approaches to find efficient solutions. This edition contains a new chapter about deep learning and provides additional information about multilayer perceptrons and reinforcement learning. There is also a new section on generative adversarial networks. Maschinelles Lernen ist die künstliche Generierung von Wissen aus Erfahrung. Dieses Buch diskutiert Methoden aus den Bereichen Statistik, Mustererkennung und kombiniert die unterschiedlichen Ansätze, um effiziente Lösungen zu finden. Diese Auflage bietet ein neues Kapitel über Deep Learning und erweitert die Inhalte über mehrlagige Perzeptrone und bestärkendes Lernen. Eine neue Sektion über erzeugende gegnerische Netzwerke ist ebenfalls dabei.


Book
Introduction to machine learning
Authors: ---
ISBN: 9780262043793 Year: 2020 Publisher: Cambridge (Mass.) : MIT press,

Loading...
Export citation

Choose an application

Bookmark

Abstract

The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Machine learning underlies such exciting new technologies as self-driving cars, speech recognition, and translation applications. This substantially revised fourth edition offers new coverage of recent advances in the field in both theory and practice, including developments in deep learning and neutral networks.

Keywords

MACHINE LEARNING

Artificial Neural Networks and Neural Information Processing — ICANN/ICONIP 2003 : Joint International Conference ICANN/ICONIP 2003, Istanbul, Turkey, June 26–29, 2003, Proceedings
Authors: --- --- --- ---
ISBN: 3540404082 3540449892 Year: 2003 Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer,

Loading...
Export citation

Choose an application

Bookmark

Abstract

This book constitutes the refereed proceedings of the joint International Conference on Artificial Neural Networks and International Conference on Neural Information Processing, ICANN/ICONIP 2003, held in Istanbul, Turkey, in June 2003. The 138 revised full papers were carefully reviewed and selected from 346 submissions. The papers are organized in topical sections on learning algorithms, support vector machine and kernel methods, statistical data analysis, pattern recognition, vision, speech recognition, robotics and control, signal processing, time-series prediction, intelligent systems, neural network hardware, cognitive science, computational neuroscience, context aware systems, complex-valued neural networks, emotion recognition, and applications in bioinformatics.

Keywords

Neural networks (Computer science) --- Computer Science --- Engineering & Applied Sciences --- Computer science. --- Science. --- Computer communication systems. --- Special purpose computers. --- Computers. --- Database management. --- Artificial intelligence. --- Computer Science. --- Computation by Abstract Devices. --- Science, general. --- Computer Communication Networks. --- Special Purpose and Application-Based Systems. --- Database Management. --- Artificial Intelligence (incl. Robotics). --- Software engineering. --- Science, Humanities and Social Sciences, multidisciplinary. --- Artificial Intelligence. --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Data base management --- Data services (Database management) --- Database management services --- DBMS (Computer science) --- Generalized data management systems --- Services, Database management --- Systems, Database management --- Systems, Generalized database management --- Computer software engineering --- Engineering --- Informatics --- Science --- Special purpose computers --- Computers --- Communication systems, Computer --- Computer communication systems --- Data networks, Computer --- ECNs (Electronic communication networks) --- Electronic communication networks --- Networks, Computer --- Teleprocessing networks --- Data transmission systems --- Digital communications --- Electronic systems --- Information networks --- Telecommunication --- Cyberinfrastructure --- Network computers --- Automatic computers --- Automatic data processors --- Computer hardware --- Computing machines (Computers) --- Electronic calculating-machines --- Electronic computers --- Hardware, Computer --- Computer systems --- Cybernetics --- Calculators --- Cyberspace --- Distributed processing

Listing 1 - 8 of 8
Sort by