Foundations of programming, statistics & machine learning for business analytics:
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Los Angeles ; London ; New Delhi ; Singapore
SAGE
[2023]
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | xiv, 492 Seiten Illustrationen, Diagramme |
| ISBN: | 9781529620900 9781529620917 |
Internformat
MARC
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Datensatz im Suchindex
| _version_ | 1804185235655491584 |
|---|---|
| adam_text | CONTENTS About the Authors Acknowledgements Online Resources About this Book vii ix xi xiii 1 Introduction to Programming and Statistics 2 Summarizing and Visualizing Data 39 3 Managing and Preparing Data 81 4 Programming Fundamentals 105 5 Random Variables, Probability, and Distributions 125 6 Distributions 153 7 Statistical Testing - Concepts and Strategy 177 8 Statistical Tests 199 9 Nonparametric Tests 229 10 Reality Check 253 11 Fundamentals of Estimation 267 12 Estimation of Linear Models 283 13 General Linear Models 311 14 Regression Diagnostics and Structure 329 15 Timeseries and Forecasting 365 1
vi FOUNDATIONS OF PROGRAMMING, STATISTICS, AND MACHINE LEARNING 16 Introduction to Machine Learning 379 17 Model Selection and Cross-validation 391 18 Regression Models in Machine Learning 413 19 Classification Models and Evaluation 441 20 Automated Machine Learning 475 Index 487
|
| adam_txt |
CONTENTS About the Authors Acknowledgements Online Resources About this Book vii ix xi xiii 1 Introduction to Programming and Statistics 2 Summarizing and Visualizing Data 39 3 Managing and Preparing Data 81 4 Programming Fundamentals 105 5 Random Variables, Probability, and Distributions 125 6 Distributions 153 7 Statistical Testing - Concepts and Strategy 177 8 Statistical Tests 199 9 Nonparametric Tests 229 10 Reality Check 253 11 Fundamentals of Estimation 267 12 Estimation of Linear Models 283 13 General Linear Models 311 14 Regression Diagnostics and Structure 329 15 Timeseries and Forecasting 365 1
vi FOUNDATIONS OF PROGRAMMING, STATISTICS, AND MACHINE LEARNING 16 Introduction to Machine Learning 379 17 Model Selection and Cross-validation 391 18 Regression Models in Machine Learning 413 19 Classification Models and Evaluation 441 20 Automated Machine Learning 475 Index 487 |
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| discipline | Informatik Wirtschaftswissenschaften |
| discipline_str_mv | Informatik Wirtschaftswissenschaften |
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| isbn | 9781529620900 9781529620917 |
| language | English |
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| spelling | Gopal, Ram Verfasser (DE-588)1224897552 aut Foundations of programming, statistics & machine learning for business analytics Ram Gopal, Dan Philips, Tillman Weyde Foundations of programming, statistics and machine learning for business analytics Los Angeles ; London ; New Delhi ; Singapore SAGE [2023] © 2023 xiv, 492 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Datenanalyse (DE-588)4123037-1 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Datenmanagement (DE-588)4213132-7 gnd rswk-swf Unternehmen (DE-588)4061963-1 gnd rswk-swf Betriebsdaten (DE-588)4145038-3 gnd rswk-swf Betriebliches Informationssystem (DE-588)4069386-7 gnd rswk-swf Unternehmen (DE-588)4061963-1 s Betriebsdaten (DE-588)4145038-3 s Datenanalyse (DE-588)4123037-1 s DE-604 Betriebliches Informationssystem (DE-588)4069386-7 s Datenmanagement (DE-588)4213132-7 s Maschinelles Lernen (DE-588)4193754-5 s Philps, Dan Verfasser (DE-588)130424301X aut Weyde, Tillman Verfasser (DE-588)1304243281 aut Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=034248063&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Gopal, Ram Philps, Dan Weyde, Tillman Foundations of programming, statistics & machine learning for business analytics Datenanalyse (DE-588)4123037-1 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Datenmanagement (DE-588)4213132-7 gnd Unternehmen (DE-588)4061963-1 gnd Betriebsdaten (DE-588)4145038-3 gnd Betriebliches Informationssystem (DE-588)4069386-7 gnd |
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| title | Foundations of programming, statistics & machine learning for business analytics |
| title_alt | Foundations of programming, statistics and machine learning for business analytics |
| title_auth | Foundations of programming, statistics & machine learning for business analytics |
| title_exact_search | Foundations of programming, statistics & machine learning for business analytics |
| title_exact_search_txtP | Foundations of programming, statistics & machine learning for business analytics |
| title_full | Foundations of programming, statistics & machine learning for business analytics Ram Gopal, Dan Philips, Tillman Weyde |
| title_fullStr | Foundations of programming, statistics & machine learning for business analytics Ram Gopal, Dan Philips, Tillman Weyde |
| title_full_unstemmed | Foundations of programming, statistics & machine learning for business analytics Ram Gopal, Dan Philips, Tillman Weyde |
| title_short | Foundations of programming, statistics & machine learning for business analytics |
| title_sort | foundations of programming statistics machine learning for business analytics |
| topic | Datenanalyse (DE-588)4123037-1 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Datenmanagement (DE-588)4213132-7 gnd Unternehmen (DE-588)4061963-1 gnd Betriebsdaten (DE-588)4145038-3 gnd Betriebliches Informationssystem (DE-588)4069386-7 gnd |
| topic_facet | Datenanalyse Maschinelles Lernen Datenmanagement Unternehmen Betriebsdaten Betriebliches Informationssystem |
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