عنوان
پدید آورنده
موضوع
رده
QA76.73.P98
QA76
.
73
.
P98
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
149192294X
(Number (ISBN
1491922958
(Number (ISBN
9781491922941
(Number (ISBN
9781491922958
Erroneous ISBN
1491922877
Erroneous ISBN
9781491922873
Erroneous ISBN
9781491922927
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Elegant sciPy :
General Material Designation
[Book]
Other Title Information
the art of scientific Python /
First Statement of Responsibility
Juan Nunez-Iglesias, Stéfan van der Walt, and Harriet Dashnow.
EDITION STATEMENT
Edition Statement
First edition.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Sebastopol, CA :
Name of Publisher, Distributor, etc.
O'Reilly Media,
Date of Publication, Distribution, etc.
2017.
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (xxii, 251 pages) :
Other Physical Details
color illustrations
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references and index.
CONTENTS NOTE
Text of Note
Copyright; Table of Contents; Preface; Who Is This Book For?; Why SciPy?; What Is the SciPy Ecosystem?; The Great Cataclysm: Python 2 Versus Python 3; SciPy Ecosystem and Community; Free and Open Source Software (FOSS); GitHub: Taking Coding Social; Make Your Mark on the SciPy Ecosystem; A Touch of Whimsy with Your Py; Getting Help; Installing Python; Accessing the Book Materials; Diving In; Conventions Used in This Book; Use of Color; Using Code Examples; O'Reilly Safari; How to Contact Us; Acknowledgments; Chapter 1. Elegant NumPy: The Foundation of Scientific Python.
Text of Note
Chapter 4. Frequency and the Fast Fourier TransformIntroducing Frequency; Illustration: A Birdsong Spectrogram; History; Implementation; Choosing the Length of the DFT; More DFT Concepts; Frequencies and Their Ordering; Windowing; Real-World Application: Analyzing Radar Data; Signal Properties in the Frequency Domain; Windowing, Applied; Radar Images; Further Applications of the FFT; Further Reading; Exercise: Image Convolution; Chapter 5. Contingency Tables Using Sparse Coordinate Matrices; Contingency Tables; Exercise: Computational Complexity of Confusion Matrices.
Text of Note
Exercise: Alternative Algorithm to Compute the Confusion MatrixExercise: Multiclass Confusion Matrix; scipy.sparse Data Formats; COO Format; Exercise: COO Representation; Compressed Sparse Row Format; Applications of Sparse Matrices: Image Transformations; Exercise: Image Rotation; Back to Contingency Tables; Exercise: Reducing the Memory Footprint; Contingency Tables in Segmentation; Information Theory in Brief; Exercise: Computing Conditional Entropy; Information Theory in Segmentation: Variation of Information; Converting NumPy Array Code to Use Sparse Matrices.
Text of Note
Further Work: Reproducing the TCGA's clustersChapter 3. Networks of Image Regions with ndimage; Images Are Just NumPy Arrays; Exercise: Adding a Grid Overlay; Filters in Signal Processing; Filtering Images (2D Filters); Generic Filters: Arbitrary Functions of Neighborhood Values; Exercise: Conway's Game of Life; Exercise: Sobel Gradient Magnitude; Graphs and the NetworkX library; Exercise: Curve Fitting with SciPy; Region Adjacency Graphs; Elegant ndimage: How to Build Graphs from Image Regions; Putting It All Together: Mean Color Segmentation.
Text of Note
Introduction to the Data: What Is Gene Expression?NumPy N-Dimensional Arrays; Why Use ndarrays Instead of Python Lists?; Vectorization; Broadcasting; Exploring a Gene Expression Dataset; Reading in the Data with pandas; Normalization; Between Samples; Between Genes; Normalizing Over Samples and Genes: RPKM; Taking Stock; Chapter 2. Quantile Normalization with NumPy and SciPy; Getting the Data; Gene Expression Distribution Differences Between Individuals; Biclustering the Counts Data; Visualizing Clusters; Predicting Survival; Further Work: Using the TCGA's Patient Clusters.
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ACQUISITION INFORMATION NOTE
Source for Acquisition/Subscription Address
OverDrive, Inc.
Stock Number
34083E08-09D2-426B-82D9-984F390A5159
OTHER EDITION IN ANOTHER MEDIUM
International Standard Book Number
9781491922873
PARALLEL TITLE PROPER
Parallel Title
Art of scientific Python
TOPICAL NAME USED AS SUBJECT
Numerical analysis.
Python (Computer program language)
COMPUTERS-- Programming Languages-- Python.
Numerical analysis.
Python (Computer program language)
(SUBJECT CATEGORY (Provisional
COM-- 051360
DEWEY DECIMAL CLASSIFICATION
Number
005
.
133
Edition
23
LIBRARY OF CONGRESS CLASSIFICATION
Class number
QA76
.
73
.
P98
PERSONAL NAME - PRIMARY RESPONSIBILITY
Nunez-Iglesias, Juan.
PERSONAL NAME - ALTERNATIVE RESPONSIBILITY
Dashnow, Harriet.
Van der Walt, Stéfan.
ORIGINATING SOURCE
Date of Transaction
20200823033018.0
Cataloguing Rules (Descriptive Conventions))
pn
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
