An Introduction to Machine Learning:
Gespeichert in:
Internformat
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Datensatz im Suchindex
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| adam_text | AN INTRODUCTION TO MACHINE LEARNING
/ KUBAT, MIROSLAV
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
A SIMPLE MACHINE-LEARNING TASK
PROBABILITIES: BAYESIAN CLASSIFIERS
SIMILARITIES: NEAREST-NEIGHBOR CLASSIFIERS
INTER-CLASS BOUNDARIES: LINEAR AND POLYNOMIAL CLASSIFIERS
ARTIFICIAL NEURAL NETWORKS
DECISION TREES
COMPUTATIONAL LEARNING THEORY
A FEW INSTRUCTIVE APPLICATIONS
INDUCTION OF VOTING ASSEMBLIES
SOME PRACTICAL ASPECTS TO KNOW ABOUT
PERFORMANCE EVALUATION.-STATISTICAL SIGNIFICANCE
THE GENETIC ALGORITHM
REINFORCEMENT LEARNING
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
AN INTRODUCTION TO MACHINE LEARNING
/ KUBAT, MIROSLAV
: 2015
ABSTRACT / INHALTSTEXT
THIS BOOK PRESENTS BASIC IDEAS OF MACHINE LEARNING IN A WAY THAT IS EASY
TO UNDERSTAND, BY PROVIDING HANDS-ON PRACTICAL ADVICE, USING SIMPLE
EXAMPLES, AND MOTIVATING STUDENTS WITH DISCUSSIONS OF INTERESTING
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
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Kubat, Miroslav |
| author_facet | Kubat, Miroslav |
| author_role | aut |
| author_sort | Kubat, Miroslav |
| author_variant | m k mk |
| building | Verbundindex |
| bvnumber | BV042730163 |
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| collection | ZDB-2-SCS |
| ctrlnum | (OCoLC)915824037 (DE-599)BVBBV042730163 |
| dewey-full | 006.3 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3 |
| dewey-search | 006.3 |
| dewey-sort | 16.3 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| doi_str_mv | 10.1007/978-3-319-20010-1 |
| format | Electronic eBook |
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| illustrated | Illustrated |
| indexdate | 2024-12-20T17:18:25Z |
| institution | BVB |
| isbn | 9783319200101 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028161194 |
| oclc_num | 915824037 |
| open_access_boolean | |
| owner | DE-355 DE-BY-UBR DE-19 DE-BY-UBM DE-Aug4 DE-M347 DE-573 DE-859 DE-703 DE-473 DE-BY-UBG DE-29 DE-20 DE-92 DE-634 DE-860 DE-861 DE-739 |
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| physical | 1 Online-Ressource (XIII, 291 p.) Ill. |
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| publishDate | 2015 |
| publishDateSearch | 2015 |
| publishDateSort | 2015 |
| publisher | Springer International Publishing |
| record_format | marc |
| spellingShingle | Kubat, Miroslav An Introduction to Machine Learning Computersimulation (DE-588)4148259-1 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd Informationssystem (DE-588)4072806-7 gnd Informatik (DE-588)4026894-9 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| subject_GND | (DE-588)4148259-1 (DE-588)4033447-8 (DE-588)4072806-7 (DE-588)4026894-9 (DE-588)4193754-5 |
| title | An Introduction to Machine Learning |
| title_auth | An Introduction to Machine Learning |
| title_exact_search | An Introduction to Machine Learning |
| title_full | An Introduction to Machine Learning by Miroslav Kubat |
| title_fullStr | An Introduction to Machine Learning by Miroslav Kubat |
| title_full_unstemmed | An Introduction to Machine Learning by Miroslav Kubat |
| title_short | An Introduction to Machine Learning |
| title_sort | an introduction to machine learning |
| topic | Computersimulation (DE-588)4148259-1 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd Informationssystem (DE-588)4072806-7 gnd Informatik (DE-588)4026894-9 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| topic_facet | Computersimulation Künstliche Intelligenz Informationssystem Informatik Maschinelles Lernen |
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