000			04584cam a2200709 i 4500
001			on1338980716
003			OCoLC
005			20240523125544.0
006			m o d
007			cr |n|||||||||
008			220808t20222022njua ob 000 0 eng d
040			_aYDX _beng _erda _cYDX _dYDX _dDG1 _dOCLCF _dUKAHL _dSFB _dUKMGB _dNZHMA _dVLB _dOCLCO _dOCLCQ
015			_aGBC2I9849 _2bnb
016	7		_a020787332 _2Uk
019			_a1379444760
020			_a9781119858003 _qelectronic book
020			_a1119858003 _qelectronic book
020			_a9781119858010 _qelectronic book
020			_a1119858011 _qelectronic book
020			_z1119857333 _qhardcover
020			_z9781119857334 _qhardcover
020			_a9781119857990 _q(ePub ebook)
020			_a1119857996
029	1		_aAU@ _b000072997528
029	1		_aUKMGB _b020787332
035			_a(OCoLC)1338980716 _z(OCoLC)1379444760
037			_a9781119857990 _bWiley, US
050		4	_aQA76.9.B45 _bP73 2022
082	0	4	_a005.7 _223
049			_aMAIN
100	1		_aPrakash, Kolla Bhanu, _eauthor.
245	1	0	_aData science handbook : _ba practical approach / _cKolla Bhanu Prakash.
264		1	_aHoboken, NJ : _bWiley-Scrivener, _c2022.
264		4	_c�2022
300			_a1 online resource : _billustrations (chiefly color).
336			_atext _btxt _2rdacontent
337			_acomputer _bc _2rdamedia
338			_aonline resource _bcr _2rdacarrier
490	0		_aNext-generation computing and communication engineering
504			_aIncludes bibliographical references.
588			_aDescription based on online resource; title from digital title page (viewed on October 19, 2022).
505	0		_aCover -- Half-Title Page -- Series Page -- Title Page -- Copyright Page -- Dedication -- Contents -- Acknowledgment -- Preface -- 1 Data Munging Basics -- 1 Introduction -- 1.1 Filtering and Selecting Data -- 1.2 Treating Missing Values -- 1.3 Removing Duplicatesduplicates -- 1.4 Concatenating and Transforming Data -- 1.5 Grouping and Data Aggregation -- References -- 2 Data Visualization -- 2.1 Creating Standard Plots (Line, Bar, Pie) -- 2.2 Defining Elements of a Plot -- 2.3 Plot Formatting Segment 3 Plot formatting -- 2.4 Creating Labels and Annotations -- 2.5 Creating Visualizations from Time Series Data -- 2.6 Constructing Histograms, Box Plots, and Scatter Plots -- References -- 3 Basic Math and Statistics -- 3.1 Linear Algebra -- 3.2 Calculus -- 3.2.1 Differential Calculus -- 3.2.2 Integral Calculus -- Statistics for Data Science -- 3.3 Inferential Statistics -- 3.3.1 Central Limit Theorem -- 3.3.2 Hypothesis Testing -- 3.3.3 ANOVA -- 3.3.4 Qualitative Data Analysis -- 3.4 Using NumPy to Perform Arithmetic Operations on Data -- 3.5 Generating Summary Statistics Using Pandas and Scipy -- 3.6 Summarizing Categorical Data Using Pandas -- 3.7 Starting with Parametric Methods in Pandas and Scipy -- 3.8 Delving Into Non-Parametric Methods Using Pandas and Scipy -- 3.9 Transforming Dataset Distributions -- References -- 4 Introduction to Machine Learning -- 4.1 Introduction to Machine Learning -- 4.2 Types of Machine Learning Algorithms -- 4.3 Explanatory Factor Analysis -- 4.4 Principal Component Analysis (PCA) -- References -- 5 Outlier Analysis -- 5.1 Extreme Value Analysis Using Univariate Methods -- 5.2 Multivariate Analysis for Outlier Detection -- 5.3 DBSCan Clustering to Identify Outliers -- References -- 6 Cluster Analysis -- 6.1 K-Means Algorithm -- 6.2 Hierarchial Methods -- 6.3 Instance-Based Learning w/k-Nearest Neighbor.
520			_aThis desk reference handbook gives a hands-on experience on various algorithms and popular techniques used in real-time in data science to all researchers working in various domains.
590			_aJohn Wiley and Sons _bWiley Online Library: Complete oBooks
650		0	_aBig data.
650		0	_aData mining.
650		0	_aQuantitative research.
650		0	_aInformation visualization.
650		6	_aDonn�ees volumineuses.
650		6	_aExploration de donn�ees (Informatique)
650		6	_aRecherche quantitative.
650		6	_aVisualisation de l'information.
650		7	_aBig data _2fast
650		7	_aData mining _2fast
650		7	_aInformation visualization _2fast
650		7	_aQuantitative research _2fast
776	0	8	_iPrint version: _z1119857333 _z9781119857334 _w(OCoLC)1303556419
856	4	0	_uhttps://onlinelibrary.wiley.com/doi/book/10.1002/9781119858010
938			_aAskews and Holts Library Services _bASKH _nAH40865018
938			_aYBP Library Services _bYANK _n303064478
994			_a92 _bINLUM
999			_c12905 _d12905