A tour of data science : (Record no. 43671)
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000 -LEADER | |
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fixed length control field | 02711cam a2200337 i 4500 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | CUTN |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20241001165220.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 200602s2021 enka b 001 0 eng |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9780367897062 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9780367895860 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
Cancelled/invalid ISBN | 9781003020646 |
041 ## - LANGUAGE CODE | |
Language | English |
042 ## - AUTHENTICATION CODE | |
Authentication code | pcc |
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.312 |
Edition number | 23 |
Item number | ZHA |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Zhang, Nailong, |
245 12 - TITLE STATEMENT | |
Title | A tour of data science : |
Remainder of title | learn R and Python in parallel / |
Statement of responsibility, etc | Nailong Zhang. |
250 ## - EDITION STATEMENT | |
Edition statement | First edition. |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Place of publication, distribution, etc | Abingdon, Oxon : |
Name of publisher, distributor, etc | CRC Press, |
Date of publication, distribution, etc | 2021. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | x, 206 pages : |
Other physical details | illustrations ; |
Dimensions | 26 cm |
505 ## - FORMATTED CONTENTS NOTE | |
Title | Assumptions about the readers background Book overview Introduction to R/Python Programming Calculator Variable and Type Functions Control flows Some built-in data structures Revisit of variables Object-oriented programming (OOP) in R/Python Miscellaneous More on R/Python Programming Work with R/Python scripts Debugging in R/Python Benchmarking Vectorization Embarrassingly parallelism in R/Python Evaluation strategy Speed up with C/C++ in R/Python A first impression of functional programming Miscellaneous data. table and pandas SQL Get started with data. table and pandas Indexing & selecting data Add/Remove/Update Group by Join Random Variables, Distributions & Linear Regression A refresher on distributions Inversion sampling & rejection sampling Joint distribution & copula Fit a distribution Confidence interval Hypothesis testing Basics of linear regression Ridge regression Optimization in Practice Convexity Gradient descent Root-finding General purpose minimization tools in R/Python Linear programming Miscellaneous Machine Learning<br/>A gentle introduction Supervised learning Gradient boosting machine Unsupervised learning Reinforcement learning Deep Q-Networks Computational differentiation Miscellaneous |
520 ## - SUMMARY, ETC. | |
Summary, etc | "A Tour of Data Science : Learn R and Python in Parallel covers the fundamentals of data science, including programming, statistics, optimization, and machine learning in a single short book. It does not cover everything, but rather, teaches the key concepts and topics in Data Science. It also covers two of the most popular programming languages used in Data Science, R and Python, in one source"-- |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Data mining. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | R (Computer program language) |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Python (Computer program language) |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | Dewey Decimal Classification |
Koha item type | General Books |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Relator term | author. |
490 0# - SERIES STATEMENT | |
Series statement | Chapman & Hall/CRC data science series |
504 ## - BIBLIOGRAPHY, ETC. NOTE | |
Bibliography, etc | Includes bibliographical references and index. |
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN) | |
a | 7 |
b | cbc |
c | orignew |
d | 1 |
e | ecip |
f | 20 |
g | y-gencatlg |
Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Location | Shelving location | Date of Cataloging | Total Checkouts | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
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Dewey Decimal Classification | Non-fiction | CUTN Central Library | CUTN Central Library | Generalia | 01/10/2024 | 006.312 ZHA | 50234 | 01/10/2024 | 01/10/2024 | General Books |