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008 230402s2024 si ob 000 0 eng d
010 _a 2023006247
020 _a9789811263903
_q(ebook)
020 _a9811263906
_q(ebook)
020 _z9789811263897
_q(hbk.)
040 _aWSPC
_beng
_cWSPC
050 4 _aQA76.9.B45
072 7 _aMAT
_x008000
_2bisacsh
072 7 _aCOM
_x018000
_2bisacsh
072 7 _aCOM
_x094000
_2bisacsh
082 0 4 _a005.7
_223
049 _aMAIN
245 0 0 _aIntroduction to data science /
_cauthored by Gaoyan Ou ... [et al.] ; translated by Binyang Li, Shumin Shi.
260 _aSingapore :
_bWorld Scientific,
_cc2024.
300 _a1 online resource (xvi, 428 p.)
504 _aIncludes bibliographical references.
505 0 _aIntroduction -- Data preprocessing -- Regression model -- Classification model -- Ensemble method -- Clustering model -- Association rule mining -- Dimensionality reduction -- Feature selection -- EM algorithm -- Probabilistic graphical model -- Text analysis -- Graph and network analysis -- Deep learning -- Distributed computing.
520 _a"The book systematically introduces the basic contents of data science, including data preprocessing and basic methods of data analysis, handling special problems (e.g. text analysis), deep learning, and distributed systems. In addition to systematically introducing the basic content of data science from a theoretical point of view, the book also provides a large number of data analysis practice cases"--
_cPublisher's website.
538 _aMode of access: World Wide Web.
538 _aSystem requirements: Adobe Acrobat Reader.
650 0 _aBig data.
650 0 _aElectronic data processing.
650 0 _aMultivariate analysis.
650 0 _aData mining.
650 0 _aAlgorithms.
655 0 _aElectronic books.
700 1 _aOu, Gaoyan.
700 1 _aLi, Binyang
_c(Translator)
700 1 _aShi, Shumin
_c(Translator)
856 4 0 _uhttps://www.worldscientific.com/worldscibooks/10.1142/13071#t=toc
942 _cE-BOOK
999 _c49750
_d49750