عنوان
پدید آورنده
موضوع
رده
QA76.73.J39
QA76
.
73
.
J39
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
1491934069
(Number (ISBN
1491934085
(Number (ISBN
9781491934067
(Number (ISBN
9781491934081
Erroneous ISBN
1491934115
Erroneous ISBN
9781491934111
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Data science with Java :
General Material Designation
[Book]
Other Title Information
practical methods for scientists and engineers /
First Statement of Responsibility
Michael R. Brzustowicz.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Boston, MA :
Name of Publisher, Distributor, etc.
O'Reilly Media,
Date of Publication, Distribution, etc.
2017.
Date of Publication, Distribution, etc.
©2017
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (233 pages) :
Other Physical Details
illustrations
GENERAL NOTES
Text of Note
Includes index.
CONTENTS NOTE
Text of Note
Copyright; Table of Contents; Preface; Who Should Read This Book; Why I Wrote This Book; A Word on Data Science Today; Navigating This Book; Conventions Used in This Book; Using Code Examples; O'Reilly Safari; How to Contact Us; Acknowledgments; Chapter 1. Data I/O; What Is Data, Anyway?; Data Models; Univariate Arrays; Multivariate Arrays; Data Objects; Matrices and Vectors; JSON; Dealing with Real Data; Nulls; Blank Spaces; Parse Errors; Outliers; Managing Data Files; Understanding File Contents First; Reading from a Text File; Reading from a JSON File; Reading from an Image File
Text of Note
Affine TransformationMapping a Function; Decomposing Matrices; Cholesky Decomposition; LU Decomposition; QR Decomposition; Singular Value Decomposition; Eigen Decomposition; Determinant; Inverse; Solving Linear Systems; Chapter 3. Statistics; The Probabilistic Origins of Data; Probability Density; Cumulative Probability; Statistical Moments; Entropy; Continuous Distributions; Discrete Distributions; Characterizing Datasets; Calculating Moments; Descriptive Statistics; Multivariate Statistics; Covariance and Correlation; Regression; Working with Large Datasets; Accumulating Statistics
Text of Note
Iterative Learning ProcedureGradient Descent Optimizer; Evaluating Learning Processes; Minimizing a Loss Function; Minimizing the Sum of Variances; Silhouette Coefficient; Log-Likelihood; Classifier Accuracy; Unsupervised Learning; k-Means Clustering; DBSCAN; Gaussian Mixtures; Supervised Learning; Naive Bayes; Linear Models; Deep Networks; Chapter 6. Hadoop MapReduce; Hadoop Distributed File System; MapReduce Architecture; Writing MapReduce Applications; Anatomy of a MapReduce Job; Hadoop Data Types; Mappers; Reducers; The Simplicity of a JSON String as Text; Deployment Wizardry
Text of Note
Merging StatisticsRegression; Using Built-in Database Functions; Chapter 4. Data Operations; Transforming Text Data; Extracting Tokens from a Document; Utilizing Dictionaries; Vectorizing a Document; Scaling and Regularizing Numeric Data; Scaling Columns; Scaling Rows; Matrix Scaling Operator; Reducing Data to Principal Components; Covariance Method; SVD Method; Creating Training, Validation, and Test Sets; Index-Based Resampling; List-Based Resampling; Mini-Batches; Encoding Labels; A Generic Encoder; One-Hot Encoding; Chapter 5. Learning and Prediction; Learning Algorithms
Text of Note
Writing to a Text FileMastering Database Operations; Command-Line Clients; Structured Query Language; Java Database Connectivity; Visualizing Data with Plots; Creating Simple Plots; Plotting Mixed Chart Types; Saving a Plot to a File; Chapter 2. Linear Algebra; Building Vectors and Matrices; Array Storage; Block Storage; Map Storage; Accessing Elements; Working with Submatrices; Randomization; Operating on Vectors and Matrices; Scaling; Transposing; Addition and Subtraction; Length; Distances; Multiplication; Inner Product; Outer Product; Entrywise Product; Compound Operations
0
8
8
8
8
ACQUISITION INFORMATION NOTE
Source for Acquisition/Subscription Address
Safari Books Online
Source for Acquisition/Subscription Address
OverDrive, Inc.
Stock Number
CL0500000866
Stock Number
E70235CC-7051-47AE-8547-92180873C56A
OTHER EDITION IN ANOTHER MEDIUM
Title
Data science with Java.
International Standard Book Number
9781491934111
TOPICAL NAME USED AS SUBJECT
Data structures (Computer science)
Java (Computer program language)
COMPUTERS-- Programming Languages-- JavaScript.
Data structures (Computer science)
Java (Computer program language)
(SUBJECT CATEGORY (Provisional
COM-- 051260
DEWEY DECIMAL CLASSIFICATION
Number
005
.
133
Edition
23
LIBRARY OF CONGRESS CLASSIFICATION
Class number
QA76
.
73
.
J39
PERSONAL NAME - PRIMARY RESPONSIBILITY
Brzustowicz, Michael R.
ORIGINATING SOURCE
Date of Transaction
20200823033028.0
Cataloguing Rules (Descriptive Conventions))
pn
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
