Julia High Performance Programming

Julia

Python

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Julia:HighPerformanceProgramming

TableofContents
Julia:HighPerformanceProgramming
Julia:HighPerformanceProgramming
Credits
Preface
Whatthislearningpathcovers
Whatyouneedforthislearningpath
Whothislearningpathisfor
Readerfeedback
Customersupport
Downloadingtheexamplecode
Errata
Piracy
Questions
I.Module1
TheRationaleforJulia
ThescopeofJulia
Julia'splaceamongtheotherprogramminglanguages
Acomparisonwithotherlanguagesforthedatascientist
MATLAB
R
Python
Usefullinks
Summary
1.InstallingtheJuliaPlatform
InstallingJulia
Windowsversion–usablefromWindowsXPSP2onwards
Ubuntuversion
OSX
Buildingfromsource
WorkingwithJulia'sshell
StartupoptionsandJuliascripts
Packages
Addinganewpackage
InstallingandworkingwithJuliaStudio
InstallingandworkingwithIJulia
InstallingSublime-IJulia
InstallingJuno
OthereditorsandIDEs
HowJuliaworks
Summary
2.Variables,Types,andOperations

Variables,namingconventions,andcomments
Types
Integers
Floatingpointnumbers
Elementarymathematicalfunctionsandoperations
Rationalandcomplexnumbers
Characters
Strings
Formattingnumbersandstrings
Regularexpressions
Rangesandarrays
Otherwaystocreatearrays
Somecommonfunctionsforarrays
Howtoconvertanarrayofcharstoastring
Datesandtimes
Scopeandconstants
Summary
3.Functions
Definingfunctions
Optionalandkeywordarguments
Anonymousfunctions
First-classfunctionsandclosures
Recursivefunctions
Map,filter,andlistcomprehensions
Genericfunctionsandmultipledispatch
Summary
4.ControlFlow
Conditionalevaluation
Repeatedevaluation
Theforloop
Thewhileloop
Thebreakstatement
Thecontinuestatement
Exceptionhandling
Scoperevisited
Tasks
Summary
5.CollectionTypes
Matrices
Tuples
Dictionaries
Keysandvalues–looping
Sets
Makingasetoftuples

Exampleproject–wordfrequency
Summary
6.MoreonTypes,Methods,andModules
Typeannotationsandconversions
Typeconversionsandpromotions
Thetypehierarchy–subtypesandsupertypes
Concreteandabstracttypes
User-definedandcompositetypes
Whenaretwovaluesorobjectsequaloridentical?
Multipledispatchexample
Typesandcollections–innerconstructors
Typeunions
Parametrictypesandmethods
Standardmodulesandpaths
Summary
7.MetaprogramminginJulia
Expressionsandsymbols
Evalandinterpolation
Definingmacros
Built-inmacros
Testing
Debugging
Benchmarking
Startingatask
Reflectioncapabilities
Summary
8.I/O,Networking,andParallelComputing
Basicinputandoutput
Workingwithfiles
ReadingandwritingCSVfiles
UsingDataFrames
Otherfileformats
WorkingwithTCPsocketsandservers
Interactingwithdatabases
Paralleloperationsandcomputing
Creatingprocesses
Usinglow-levelcommunications
Parallelloopsandmaps
Distributedarrays
Summary
9.RunningExternalPrograms
Runningshellcommands
Interpolation
Pipelining