| 000 | 03128cam a2200517 i 4500 | ||
|---|---|---|---|
| 001 | 21074978 | ||
| 003 | NUST | ||
| 005 | 20240829114629.0 | ||
| 006 | m |o d | | ||
| 007 | cr ||||||||||| | ||
| 008 | 190701s2020 flu ob 001 0 eng | ||
| 010 | _a 2019025161 | ||
| 020 |
_a9780429341830 _q(Adobe PDF) |
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| 020 |
_z9780367357986 _q(hardback) |
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| 020 |
_z9780367357993 _q(paperback |
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| 038 | _aAZHAR | ||
| 040 |
_aDLC _beng _cDLC _erda _dDLC |
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| 042 | _apcc | ||
| 050 | 0 | 0 | _aQA276.45.R3 |
| 082 | 0 | 0 |
_a005.362 _223 _bIRI |
| 100 | 1 |
_aIrizarry, Rafael A., _eauthor. _9123562 |
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| 245 | 1 | 0 |
_aIntroduction to data science : _bdata analysis and prediction algorithms with R / _cRafael A. Irizarry. |
| 260 |
_aBoca Raton : _bCRC Press, Taylor & Francis Group, _c[2020] |
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| 300 | _a713p. | ||
| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_acomputer _bc _2rdamedia |
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| 338 |
_aonline resource _bcr _2rdacarrier |
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| 490 | 0 | _aCHAPMAN & HALL/CRC DATA SCIENCE SERIES | |
| 504 | _aIncludes bibliographical references and index. | ||
| 505 | 0 | _aInstalling R and RStudio -- Getting started with R and RStudio -- R Basics -- Programming basics -- The tidyverse -- Importing data -- Introduction to data visualization -- ggplot2 -- Visualizing data distributions -- Data visualization in practice -- Data visualization principles -- Robust summaries -- Introduction to statistics with R -- Probability -- Random variables -- Statistical inference -- Statistical models -- Regression -- Linear models -- Association is not causation -- Introduction to data wrangling -- Reshaping data -- Joining tables -- Web scraping -- String processing -- Parsing dates and times -- Text mining -- Introduction to machine learning -- Smoothing -- Cross validation -- The caret package -- Examples of algorithms -- Machine learning in practice -- Large datasets -- Clustering -- Introduction to productivty tools -- Accessing the terminal and installing Git -- Organizing with Unix -- Git and GitHub -- Reproducible projects with RStudio and R markdown. | |
| 520 |
_a"The book begins by going over the basics of R and the tidyverse. You learn R throughout the book, but in the first part we go over the building blocks needed to keep learning during the rest of the book"-- _cProvided by publisher. |
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| 588 | _aDescription based on online resource; title from PDF title page (Site, viewed 04/05/2021). | ||
| 650 | 0 |
_aR (Computer program language) _918662 |
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| 650 | 0 | _aInformation visualization. | |
| 650 | 0 | _aData mining. | |
| 650 | 0 |
_aStatistics _xData processing. _910203 |
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| 650 | 0 |
_aProbabilities _xData processing. _996074 |
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| 650 | 0 | _aComputer algorithms. | |
| 650 | 0 |
_aQuantitative research. _929173 |
|
| 650 | 0 |
_aE-BOOKBANK.SEECSTEXTBOOK _9125472 |
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| 776 | 0 | 8 |
_iPrint version: _aIrizarry, Rafael A.. _tIntroduction to data science _dBoca Raton : CRC Press, Taylor & Francis Group, [2020] _z9780367357986 _w(DLC) 2019025160 |
| 856 | _uhttp://10.250.8.41:8080/xmlui/handle/123456789/41788 | ||
| 906 |
_a7 _bcbc _corignew _d1 _eecip _f20 _gy-gencatlg |
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| 942 |
_2ddc _cBK |
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| 999 |
_c609719 _d609719 |
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