| 000 | 02633cam a22003738i 4500 | ||
|---|---|---|---|
| 008 | 190701s2019 flu 000 0 eng c | ||
| 020 |
_a9780367357986 _q(hardback) _cRM419.19 (PTSL) |
||
| 040 |
_aLBSOR/DLC _beng _erda _cDLC _dDLC _dUKM _erda |
||
| 042 | _apcc | ||
| 090 |
_aQA276.45.R3 _bI759 |
||
| 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[2019]. |
|
| 300 |
_axxx, 713 pages : _billustrations ; _c26 cm |
||
| 336 |
_atext _2rdacontent |
||
| 337 |
_aunmediated _2rdamedia |
||
| 338 |
_avolume _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. | |
| 907 |
_a.b16823151 _b2020-09-18 _c2020-08-14 |
||
| 942 |
_c01 _n0 _kQA276.45.R3 I759 |
||
| 949 | _o101012993 | ||
| 990 | _aros | ||
| 991 | _aFakulti Sains dan Teknologi | ||
| 998 |
_at _b2020-08-14 _cm _da _feng _gflu _y0 _z.b16823151 |
||
| 999 |
_c649707 _d649707 |
||