000			02694cam a2200409 i 4500
001			21065296
003			JO-AjAnu
005			20241110095018.0
008			190701s2020 flua b 001 0 eng c
010			_a 2019025160
020			_a9780367357986 _q(hardback)
020			_z9780429341830 _q(Adobe PDF)
040			_aLBSOR/DLC _beng _erda _cDLC _dDLC _dJO-AjAnu
042			_apcc
050	0	0	_aQA276.45.R3 _bI75 2020
082	0	0	_a005.362 _223
100	1		_aIrizarry, Rafael A., _eauthor.
245	1	0	_aIntroduction to data science : _bdata analysis and prediction algorithms with R / _cRafael A. Irizarry.
264		1	_aBoca Raton : _bCRC Press, _c[2020]
300			_axxx, 713 pages : _bcolor illustrations (some color) ; _c26 cm.
336			_atext _btxt _2rdacontent
337			_aunmediated _bn _2rdamedia
338			_avolume _bnc _2rdacarrier
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.
650		0	_aR (Computer program language)
650		0	_aInformation visualization.
650		0	_aData mining.
650		0	_aStatistics _xData processing.
650		0	_aProbabilities _xData processing.
650		0	_aComputer algorithms.
650		0	_aQuantitative research.
776	0	8	_iOnline version: _aIrizarry, Rafael A. _tIntroduction to data science. _d[Boca Raton] : [CRC Press], [2019]. _z9780429341830 _w(DLC) 2019025161
906			_a7 _bcbc _corignew _d1 _eecip _f20 _gy-gencatlg
942			_2lcc _cBK _n0
999			_c33844 _d33844