000 04765cam a2200601Ii 4500
001 9781003020646
003 FlBoTFG
005 20230516170540.0
006 m o d
007 cr cnu|||unuuu
008 201130s2021 enk ob 001 0 eng d
040 _aOCoLC-P
_beng
_erda
_epn
_cOCoLC-P
020 _a9781003020646
_q(electronic bk.)
020 _a100302064X
_q(electronic bk.)
020 _a9781000215274
_q(electronic bk. : EPUB)
020 _a100021527X
_q(electronic bk. : EPUB)
020 _z9780367895860
020 _a9781000215236
_q(electronic bk. : Mobipocket)
020 _a1000215237
_q(electronic bk. : Mobipocket)
020 _z9780367897062
020 _a9781000215199
_q(electronic bk. : PDF)
020 _a1000215199
_q(electronic bk. : PDF)
035 _a(OCoLC)1224544725
035 _a(OCoLC-P)1224544725
050 4 _aQA76.9.D343
_bZ458 2021eb
072 7 _aCOM
_x051360
_2bisacsh
072 7 _aCOM
_x051010
_2bisacsh
072 7 _aCOM
_x012040
_2bisacsh
072 7 _aUN
_2bicssc
082 0 4 _a006.3/12
_223
100 1 _aZhang, Nailong,
_eauthor.
_971429
245 1 2 _aA tour of data science :
_blearn R and Python in parallel /
_cNailong Zhang.
250 _aFirst edition.
264 1 _aAbingdon, Oxon ;
_aBoca Raton, FL :
_bCRC Press,
_c2021.
300 _a1 online resource (x, 206 pages).
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
490 1 _aChapman & Hall/CRC big data series
520 _aA 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. Key features: Allows you to learn R and Python in parallel Cover statistics, programming, optimization and predictive modelling, and the popular data manipulation tools data.table and pandas Provides a concise and accessible presentation Includes machine learning algorithms implemented from scratch, linear regression, lasso, ridge, logistic regression, gradient boosting trees, etc. Appealing to data scientists, statisticians, quantitative analysts, and others who want to learn programming with R and Python from a data science perspective.
505 0 _aAssumptions about the readers backgroundBook overviewIntroduction to R/Python ProgrammingCalculatorVariable and TypeFunctionsControl flowsSome built-in data structuresRevisit of variablesObject-oriented programming (OOP) in R/PythonMiscellaneousMore on R/Python ProgrammingWork with R/Python scriptsDebugging in R/PythonBenchmarkingVectorizationEmbarrassingly parallelism in R/PythonEvaluation strategySpeed up with C/C++ in R/PythonA first impression of functional programming Miscellaneousdata.table and pandasSQLGet started with data.table and pandasIndexing & selecting dataAdd/Remove/UpdateGroup byJoinRandom Variables, Distributions & Linear RegressionA refresher on distributionsInversion sampling & rejection samplingJoint distribution & copulaFit a distributionConfidence intervalHypothesis testingBasics of linear regressionRidge regressionOptimization in PracticeConvexityGradient descentRoot-findingGeneral purpose minimization tools in R/PythonLinear programmingMiscellaneousMachine Learning - A gentle introductionSupervised learningGradient boosting machineUnsupervised learningReinforcement learningDeep Q-NetworksComputational differentiationMiscellaneous
520 _a"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"--
_cProvided by publisher.
588 _aOCLC-licensed vendor bibliographic record.
650 7 _aCOMPUTERS / Programming Languages / Python
_2bisacsh
_919444
650 7 _aCOMPUTERS / Programming Languages / General
_2bisacsh
_911055
650 7 _aCOMPUTERS / Computer Graphics / Game Programming & Design
_2bisacsh
_912289
650 0 _aData mining.
_93907
650 0 _aR (Computer program language)
_94991
650 0 _aPython (Computer program language)
_96666
856 4 0 _3Taylor & Francis
_uhttps://www.taylorfrancis.com/books/9781003020646
856 4 2 _3OCLC metadata license agreement
_uhttp://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf
942 _cEBK
999 _c83026
_d83026