rdf-syntax-grammar
mods:
  schema location: http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
  title info:
    title: Neural data science
    sub title: a primer with MATLAB® and Python
  name:
    name part: Nylen, Erik Lee
    role:
      role term: creator
    role:
      role term: author.
  name:
    name part: Wallisch, Pascal
    name part: 1978-
    role:
      role term: author.
  name:
    name part: ScienceDirect (Online service)
  type of resource: text
  genre: bibliography
  genre: Electronic books.
  genre: Internet Resources.
  origin info:
    place:
      place term: enk
    date issued: 2017
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: remote
    extent: 1 online resource
  abstract: A Primer with MATLAB® and Python present important information on the emergence of the use of Python, a more general purpose option to MATLAB, the preferred computation language for scientific computing and analysis in neuroscience. This book addresses the snake in the room by providing a beginner's introduction to the principles of computation and data analysis in neuroscience, using both Python and MATLAB, giving readers the ability to transcend platform tribalism and enable coding versatility. Includes discussions of both MATLAB and Python in parallelIntroduces the canonical data analysis cascade, standardizing the data analysis flow. Presents tactics that strategically, tactically, and algorithmically help improve the organization of code.
  table of contents: Front Cover; Neural Data Science; Copyright Page; Dedication; Contents; Biography; Preface; How to Use This Book; I. Foundations; 1 Philosophy; What Is Data Science?; What Is Neural Data Science?; How Is Neural Data Science Different From Computational Neuroscience?; Data as Seen by Data Scientists Versus Data Seen by Neural Data Scientists; What Is a Neural Data Scientist?; Why Do I Need to be Able to Write Computer Code?; What Is Neural Data?; Can We Just Add "Neuro" to the Front of Anything?; Why Python?; Why MATLAB?
  table of contents: Why Not C/C++/R/Julia/Haskill/Java/Javascript/OCaml/Perl/Pascal/Fortran/Ruby/Groovy/Scala/etc.? What Is Industrial Data Science? How Is It Different From Engineering?; 2 From 0 to 0.01; What Is the Goal of This Chapter?; How Do I Get Started Coding?; What's the Command Line? What's the Environment?; How Are Python and MATLAB Different?; How Do I Display Something on the Screen?; How Do I Do Arithmetic in Python or MATLAB?; How Do I Input Exponents in Python and MATLAB?; What Is the Role of Blank Space in Writing Code, If Any?; What Is the Order of Operations in Python and MATLAB?
  table of contents: What Are Functions? What Are Python Packages? What Are MATLAB Toolboxes? Are These Different From Libraries?; How Do I Get Help?; What Are Variables?; How Can I Access or Display What Is Contained in a Given Variable?; What Is "ans" in MATLAB?; What Can We Call Our Variables?; What Is a Vector? How Do I Store a Vector in POM?; How Do I Calculate the Sum and Mean of All Values in a Vector?; We Need to Talk About the Echo; How Do I Calculate the Length of a Vector?; What Are Matrices, What Are Arrays?; Back to Vectors: How to Vectorize a Matrix?; What Can We Do With All of This?
  table of contents: The Find Function; Adding Matrices and Dealing With Holes in Arrays; What Is a Normal Distribution? How Do We Draw From One, How Do We Plot One With POM?; How Do I Plot Something More Meaningful?; How Do I Save What I'm Working On so That I Can Load It Again Later?; II. Neural Data Analysis; 3 Wrangling Spike Trains; Questions We Did Not Address; 4 Correlating Spike Trains; Step 1; Step 2; Step 3; Step 4; Step 5; 5 Analog Signals; Nyquist Frequency; Fourier Transform; Euler's Formula; 6 Biophysical Modeling; Biophysical Properties of Neurons; Modeling; Why Use Simulations?
  table of contents: Why Object-Oriented Programming? Python Is Inherently Object-Oriented: How Does MATLAB Implement These Things?; Creating the class Neuron; Modeling the Response Properties of This Neuron; III. Going Beyond the Data; 7 Regression; Describing the Relation Between Synaptic Potentials and Spikes; Why Logistic Regression?; What Is Logistic Regression?; What Are Odds?; How About a Specific Use Case?; What Is the Logit Function?; All of This Sounds a Bit Abstract-What Does the Logit Function Look Like?; Are We Done Yet?; What Does That Look Like?; How Does This Help?; What Does That Look Like?
  note: Erik Lee Nylen, Parsec Media, New York, NY, United States, Pascal Wallisch, New York University, New York, NY United States.
  note: "Elsevier science & technology books."
  note: Includes bibliographical references and index.
  subject:
    title info:
      title: MATLAB
  subject:
    title info:
      title: MATLAB
  subject:
    topic: Python (Computer program language)
  subject:
    topic: Neurosciences
    topic: Data processing
  subject:
    topic: Computer science
  subject:
    topic: Electronic data processing
  subject:
    topic: Neurosciences
  subject:
    topic: Programming languages (Electronic computers)
  subject:
    topic: Electronic Data Processing
  subject:
    topic: Neurosciences
  subject:
    topic: Programming Languages
  subject:
    topic: Python (Langage de programmation)
  subject:
    topic: Informatique
  subject:
    topic: Neurosciences
  subject:
    topic: Langages de programmation
  subject:
    topic: data processing
  subject:
    topic: computer science
  subject:
    topic: COMPUTERS
    topic: Programming Languages
    topic: Python
  subject:
    topic: Programming languages (Electronic computers)
  subject:
    topic: Neurosciences
  subject:
    topic: Electronic data processing
  subject:
    topic: Computer science
  subject:
    topic: Neurosciences
    topic: Data processing
  subject:
    topic: Python (Computer program language)
  subject:
    topic: Python
  subject:
    topic: MATLAB
  subject:
    topic: Neurowissenschaften
  subject:
    topic: Datenanalyse
  classification: QA76.73.P98
  classification: 005.13/3
  related item:
    title info:
      title: Neural data science
    name:
      name part: Nylen, Erik Lee.
    origin info:
      publisher: London ; San Diego, CA : Academic Press, [2017]
    identifier: (OCoLC)959595610
  identifier: 9780128040980
  identifier: 012804098X
  identifier: 9780128040430
  identifier: 0128040432
  identifier: 2016960800
  identifier: 187A343E-CC0B-4623-B496-1FCEE7190FFA OverDrive, Inc.
  identifier: http://proxy.library.tamu.edu/login
  record info:
    record content source: N$T
    record creation date: 170228
    record change date: 20260327151626.6
    record identifier: in00005761616
    language of cataloging:
      language term: eng