MARC details
| 000 -LEADER |
|---|
| fixed length control field |
04908nam a22007097a 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
918084 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
Ge_NSL |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20260908143519.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
260908s2024 ch ||||| |||| 00| 0 eng d |
| 015 ## - NATIONAL BIBLIOGRAPHY NUMBER |
|---|
| National bibliography number |
GBC466141 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
3031532813 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9783031532818 (rel) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9783031532849 (brochØ) |
| Terms of availability |
53,10 EUR |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Cancelled/invalid ISBN |
9783031532825 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Cancelled/invalid ISBN |
3031532821 |
| 024 3# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
9783031532849 |
| 024 30 - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
9783031532818 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)1473700161 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
on1416891548 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
UKMGB300066141 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
ABES |
| Language of cataloging |
fre |
| Description conventions |
AFNOR |
| 041 0# - LANGUAGE CODE |
|---|
| Language code of text/sound track or separate title |
eng |
| Source of code |
639-2 |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
QA273 |
| Item number |
.A4146 2024 |
| 080 ## - UNIVERSAL DECIMAL CLASSIFICATION NUMBER |
|---|
| Universal Decimal Classification number |
004 |
| 082 0# - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
006.31 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Aggarwal, Charu C. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Probability and statistics for machine learning : |
| Remainder of title |
a textbook / |
| Statement of responsibility, etc |
Charu C. Aggarwal. |
| 264 #1 - Production, Publication, Distribution, Manufacture, and Copyright Notice (R) |
|---|
| Place of production, publication, distribution, manufacture (R) |
Cham, Switzerland : |
| Name of producer, publisher, distributor, manufacturer (R) |
Springer. |
| Date of production, publication, distribution, manufacture, or copyright notice |
©2024 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xvii, 522 p. : |
| Other physical details |
ill. (some color), color portrait ; |
| Dimensions |
26 cm. |
| 336 ## - Content Type (R) |
|---|
| Content type code (R) |
txt |
| Source (NR) |
rdacontent |
| 337 ## - Media Type (R) |
|---|
| Media type code (R) |
n |
| Source (NR) |
rdamedia |
| 337 ## - Media Type (R) |
|---|
| Media type code (R) |
n |
| Source (NR) |
isbdmedia |
| 338 ## - Carrier Type (R) |
|---|
| Carrier type code (R) |
nga |
| Source (NR) |
RDAfrCarrier |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Bibliographie (pages 515-517). Index. Exercices. |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Probability and Statistics: An Introduction -- 2. Summarizing and Visualizing Data -- 3. Probability Basics and Random Variables -- 4. Probability Distributions -- 5. Hypothesis Testing and Confidence Intervals -- 6. Reconstructing Probability Distributions from Data -- 7. Regression -- 8. Classification: A Probabilistic View -- 9. Unsupervised Learning: A Probabilistic View -- 10. Discrete State Markov Processes -- 11. Probabilistic Inequalities and Extreme Value Analysis -- References -- Index |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
"This book covers probability and statistics from the machine learning perspective. The chapters of this book belong to three categories: 1. The basics of probability and statistics: These chapters focus on the basics of probability and statistics, and cover the key principles of these topics. Chapter 1 provides an overview of the area of probability and statistics as well as its relationship to machine learning. The fundamentals of probability and statistics are covered in Chapters 2 through 5. 2. From probability to machine learning: Many machine learning applications are addressed using probabilistic models, whose parameters are then learned in a data-driven manner. Chapters 6 through 9 explore how different models from probability and statistics are applied to machine learning. Perhaps the most important tool that bridges the gap from data to probability is maximum-likelihood estimation, which is a foundational concept from the perspective of machine learning. This concept is explored repeatedly in these chapters. 3. Advanced topics: Chapter 10 is devoted to discrete-state Markov processes. It explores the application of probability and statistics to a temporal and sequential setting, although the applications extend to more complex settings such as graphical data. Chapter 11 covers a number of probabilistic inequalities and approximations. The style of writing promotes the learning of probability and statistics simultaneously with a probabilistic perspective on the modeling of machine learning applications. The book contains over 200 worked examples in order to elucidate key concepts. Exercises are included both within the text of the chapters and at the end of the chapters. The book is written for a broad audience, including graduate students, researchers, and practitioners."--Back cover |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Apprentissage automatique. |
| Source of heading or term |
ram |
| 9 (RLIN) |
285793 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
ProbabilitØs. |
| Source of heading or term |
ram |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistique. |
| Source of heading or term |
ram |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Probabilities. |
| Source of heading or term |
lc |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistics. |
| Source of heading or term |
lc |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine learning. |
| Source of heading or term |
lc |
| 9 (RLIN) |
5593 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine learning |
| General subdivision |
Statistical methods. |
| Source of heading or term |
lc |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
ProbabilitØs. |
| Source of heading or term |
lc |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistique. |
| Source of heading or term |
lc |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Apprentissage automatique. |
| Source of heading or term |
lc |
| 9 (RLIN) |
285793 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Apprentissage automatique |
| General subdivision |
MØthodes statistiques. |
| Source of heading or term |
lc |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
საინფორმაციო ტექნოლოგიები |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
კომპიუტერული ტექნოლოგიები |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
კომპიუტერები |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
ხელოვნური ინტელექტი |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
მანქანური სწავლება |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
მანქანური სწავლება, სტატისტიკური მეთოდები |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
მათემატიკა-ალბათობა და სტატისტიკა |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
ალბათობა |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
სტატისტიკა |
| 776 0# - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Title |
Probability and Statistics for Machine Learning : A Textbook / by Charu C. Aggarwal |
| Record control number |
(ABES)278791166 |
| 886 2# - FOREIGN MARC INFORMATION FIELD |
|---|
| 2 |
unimarc |
| a |
181 |
| -- |
i# |
| b |
xxxe## |
| 930 ## - EQUIVALENCE OR CROSS-REFERENCE-UNIFORM TITLE HEADING [LOCAL, CANADA] |
|---|
| Uniform title |
3.65 AGG |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Universal Decimal Classification |
| Item type |
წიგნი |
| 990 ## - EQUIVALENCES OR CROSS-REFERENCES [LOCAL, CANADA] |
|---|
| Link information for 9XX fields |
E |