jupyter nbconvert scipy_intro.ipynb --to slides --post serve
Warum verwenden?
Was ist das überhaupt?
Wie fange ich an bzw. was für Tools gibt es?
Zwei Beispiele:
Jim Hugunin, creater of Numeric (NumPy ancestor) and Jython:
(Matlab) is a wonderful language for a wide range numerical analyses; however, it is a terrible language in which to do anything else.
"the right tool for the job"
Welchen Platz nimmt Scientific Python im Python Ökosystem ein?
Wer verwendet Python für wissenschaftliceh Anwendungen?
2017-04-29 ~08:00:
The Python Package Index is a repository of software for the Python programming language. There are currently 106990 packages here.
Frage: Wieviele davon für Scientific Computing?
Hinweis:
Topic :: Adaptive Technologies
Topic :: Artistic Software
Topic :: Communications
Topic :: Communications :: BBS
Topic :: Communications :: Chat
Topic :: Communications :: Chat :: AOL Instant Messenger
Topic :: Communications :: Chat :: ICQ
Topic :: Communications :: Chat :: Internet Relay Chat
Topic :: Communications :: Chat :: Unix Talk
Topic :: Communications :: Conferencing
Topic :: Communications :: Email
Topic :: Communications :: Email :: Address Book
Topic :: Communications :: Email :: Email Clients (MUA)
Topic :: Communications :: Email :: Filters
Topic :: Communications :: Email :: Mailing List Servers
Topic :: Communications :: Email :: Mail Transport Agents
Topic :: Communications :: Email :: Post-Office
Topic :: Communications :: Email :: Post-Office :: IMAP
Topic :: Communications :: Email :: Post-Office :: POP3
Topic :: Communications :: Fax
Topic :: Communications :: FIDO
Topic :: Communications :: File Sharing
Topic :: Communications :: File Sharing :: Gnutella
Topic :: Communications :: File Sharing :: Napster
Topic :: Communications :: Ham Radio
Topic :: Communications :: Internet Phone
Topic :: Communications :: Telephony
Topic :: Communications :: Usenet News
Topic :: Database
Topic :: Database :: Database Engines/Servers
Topic :: Database :: Front-Ends
Topic :: Desktop Environment
Topic :: Desktop Environment :: File Managers
Topic :: Desktop Environment :: Gnome
Topic :: Desktop Environment :: GNUstep
Topic :: Desktop Environment :: K Desktop Environment (KDE)
Topic :: Desktop Environment :: K Desktop Environment (KDE) :: Themes
Topic :: Desktop Environment :: PicoGUI
Topic :: Desktop Environment :: PicoGUI :: Applications
Topic :: Desktop Environment :: PicoGUI :: Themes
Topic :: Desktop Environment :: Screen Savers
Topic :: Desktop Environment :: Window Managers
Topic :: Desktop Environment :: Window Managers :: Afterstep
Topic :: Desktop Environment :: Window Managers :: Afterstep :: Themes
Topic :: Desktop Environment :: Window Managers :: Applets
Topic :: Desktop Environment :: Window Managers :: Blackbox
Topic :: Desktop Environment :: Window Managers :: Blackbox :: Themes
Topic :: Desktop Environment :: Window Managers :: CTWM
Topic :: Desktop Environment :: Window Managers :: CTWM :: Themes
Topic :: Desktop Environment :: Window Managers :: Enlightenment
Topic :: Desktop Environment :: Window Managers :: Enlightenment :: Epplets
Topic :: Desktop Environment :: Window Managers :: Enlightenment :: Themes DR15
Topic :: Desktop Environment :: Window Managers :: Enlightenment :: Themes DR16
Topic :: Desktop Environment :: Window Managers :: Enlightenment :: Themes DR17
Topic :: Desktop Environment :: Window Managers :: Fluxbox
Topic :: Desktop Environment :: Window Managers :: Fluxbox :: Themes
Topic :: Desktop Environment :: Window Managers :: FVWM
Topic :: Desktop Environment :: Window Managers :: FVWM :: Themes
Topic :: Desktop Environment :: Window Managers :: IceWM
Topic :: Desktop Environment :: Window Managers :: IceWM :: Themes
Topic :: Desktop Environment :: Window Managers :: MetaCity
Topic :: Desktop Environment :: Window Managers :: MetaCity :: Themes
Topic :: Desktop Environment :: Window Managers :: Oroborus
Topic :: Desktop Environment :: Window Managers :: Oroborus :: Themes
Topic :: Desktop Environment :: Window Managers :: Sawfish
Topic :: Desktop Environment :: Window Managers :: Sawfish :: Themes 0.30
Topic :: Desktop Environment :: Window Managers :: Sawfish :: Themes pre-0.30
Topic :: Desktop Environment :: Window Managers :: Waimea
Topic :: Desktop Environment :: Window Managers :: Waimea :: Themes
Topic :: Desktop Environment :: Window Managers :: Window Maker
Topic :: Desktop Environment :: Window Managers :: Window Maker :: Applets
Topic :: Desktop Environment :: Window Managers :: Window Maker :: Themes
Topic :: Desktop Environment :: Window Managers :: XFCE
Topic :: Desktop Environment :: Window Managers :: XFCE :: Themes
Topic :: Documentation
Topic :: Documentation :: Sphinx
Topic :: Education
Topic :: Education :: Computer Aided Instruction (CAI)
Topic :: Education :: Testing
Topic :: Games/Entertainment
Topic :: Games/Entertainment :: Arcade
Topic :: Games/Entertainment :: Board Games
Topic :: Games/Entertainment :: First Person Shooters
Topic :: Games/Entertainment :: Fortune Cookies
Topic :: Games/Entertainment :: Multi-User Dungeons (MUD)
Topic :: Games/Entertainment :: Puzzle Games
Topic :: Games/Entertainment :: Real Time Strategy
Topic :: Games/Entertainment :: Role-Playing
Topic :: Games/Entertainment :: Side-Scrolling/Arcade Games
Topic :: Games/Entertainment :: Simulation
Topic :: Games/Entertainment :: Turn Based Strategy
Topic :: Home Automation
Topic :: Internet
Topic :: Internet :: File Transfer Protocol (FTP)
Topic :: Internet :: Finger
Topic :: Internet :: Log Analysis
Topic :: Internet :: Name Service (DNS)
Topic :: Internet :: Proxy Servers
Topic :: Internet :: WAP
Topic :: Internet :: WWW/HTTP
Topic :: Internet :: WWW/HTTP :: Browsers
Topic :: Internet :: WWW/HTTP :: Dynamic Content
Topic :: Internet :: WWW/HTTP :: Dynamic Content :: CGI Tools/Libraries
Topic :: Internet :: WWW/HTTP :: Dynamic Content :: Content Management System
Topic :: Internet :: WWW/HTTP :: Dynamic Content :: Message Boards
Topic :: Internet :: WWW/HTTP :: Dynamic Content :: News/Diary
Topic :: Internet :: WWW/HTTP :: Dynamic Content :: Page Counters
Topic :: Internet :: WWW/HTTP :: Dynamic Content :: Wiki
Topic :: Internet :: WWW/HTTP :: HTTP Servers
Topic :: Internet :: WWW/HTTP :: Indexing/Search
Topic :: Internet :: WWW/HTTP :: Session
Topic :: Internet :: WWW/HTTP :: Site Management
Topic :: Internet :: WWW/HTTP :: Site Management :: Link Checking
Topic :: Internet :: WWW/HTTP :: WSGI
Topic :: Internet :: WWW/HTTP :: WSGI :: Application
Topic :: Internet :: WWW/HTTP :: WSGI :: Middleware
Topic :: Internet :: WWW/HTTP :: WSGI :: Server
Topic :: Internet :: XMPP
Topic :: Internet :: Z39.50
Topic :: Multimedia
Topic :: Multimedia :: Graphics
Topic :: Multimedia :: Graphics :: 3D Modeling
Topic :: Multimedia :: Graphics :: 3D Rendering
Topic :: Multimedia :: Graphics :: Capture
Topic :: Multimedia :: Graphics :: Capture :: Digital Camera
Topic :: Multimedia :: Graphics :: Capture :: Scanners
Topic :: Multimedia :: Graphics :: Capture :: Screen Capture
Topic :: Multimedia :: Graphics :: Editors
Topic :: Multimedia :: Graphics :: Editors :: Raster-Based
Topic :: Multimedia :: Graphics :: Editors :: Vector-Based
Topic :: Multimedia :: Graphics :: Graphics Conversion
Topic :: Multimedia :: Graphics :: Presentation
Topic :: Multimedia :: Graphics :: Viewers
Topic :: Multimedia :: Sound/Audio
Topic :: Multimedia :: Sound/Audio :: Analysis
Topic :: Multimedia :: Sound/Audio :: Capture/Recording
Topic :: Multimedia :: Sound/Audio :: CD Audio
Topic :: Multimedia :: Sound/Audio :: CD Audio :: CD Playing
Topic :: Multimedia :: Sound/Audio :: CD Audio :: CD Ripping
Topic :: Multimedia :: Sound/Audio :: CD Audio :: CD Writing
Topic :: Multimedia :: Sound/Audio :: Conversion
Topic :: Multimedia :: Sound/Audio :: Editors
Topic :: Multimedia :: Sound/Audio :: MIDI
Topic :: Multimedia :: Sound/Audio :: Mixers
Topic :: Multimedia :: Sound/Audio :: Players
Topic :: Multimedia :: Sound/Audio :: Players :: MP3
Topic :: Multimedia :: Sound/Audio :: Sound Synthesis
Topic :: Multimedia :: Sound/Audio :: Speech
Topic :: Multimedia :: Video
Topic :: Multimedia :: Video :: Capture
Topic :: Multimedia :: Video :: Conversion
Topic :: Multimedia :: Video :: Display
Topic :: Multimedia :: Video :: Non-Linear Editor
Topic :: Office/Business
Topic :: Office/Business :: Financial
Topic :: Office/Business :: Financial :: Accounting
Topic :: Office/Business :: Financial :: Investment
Topic :: Office/Business :: Financial :: Point-Of-Sale
Topic :: Office/Business :: Financial :: Spreadsheet
Topic :: Office/Business :: Groupware
Topic :: Office/Business :: News/Diary
Topic :: Office/Business :: Office Suites
Topic :: Office/Business :: Scheduling
Topic :: Other/Nonlisted Topic
Topic :: Printing
Topic :: Religion
Topic :: Scientific/Engineering
Topic :: Scientific/Engineering :: Artificial Intelligence
Topic :: Scientific/Engineering :: Artificial Life
Topic :: Scientific/Engineering :: Astronomy
Topic :: Scientific/Engineering :: Atmospheric Science
Topic :: Scientific/Engineering :: Bio-Informatics
Topic :: Scientific/Engineering :: Chemistry
Topic :: Scientific/Engineering :: Electronic Design Automation (EDA)
Topic :: Scientific/Engineering :: GIS
Topic :: Scientific/Engineering :: Human Machine Interfaces
Topic :: Scientific/Engineering :: Image Recognition
Topic :: Scientific/Engineering :: Information Analysis
Topic :: Scientific/Engineering :: Interface Engine/Protocol Translator
Topic :: Scientific/Engineering :: Mathematics
Topic :: Scientific/Engineering :: Medical Science Apps.
Topic :: Scientific/Engineering :: Physics
Topic :: Scientific/Engineering :: Visualization
Topic :: Security
Topic :: Security :: Cryptography
Topic :: Sociology
Topic :: Sociology :: Genealogy
Topic :: Sociology :: History
Topic :: Software Development
Topic :: Software Development :: Assemblers
Topic :: Software Development :: Bug Tracking
Topic :: Software Development :: Build Tools
Topic :: Software Development :: Code Generators
Topic :: Software Development :: Compilers
Topic :: Software Development :: Debuggers
Topic :: Software Development :: Disassemblers
Topic :: Software Development :: Documentation
Topic :: Software Development :: Embedded Systems
Topic :: Software Development :: Internationalization
Topic :: Software Development :: Interpreters
Topic :: Software Development :: Libraries
Topic :: Software Development :: Libraries :: Application Frameworks
Topic :: Software Development :: Libraries :: Java Libraries
Topic :: Software Development :: Libraries :: Perl Modules
Topic :: Software Development :: Libraries :: PHP Classes
Topic :: Software Development :: Libraries :: Pike Modules
Topic :: Software Development :: Libraries :: pygame
Topic :: Software Development :: Libraries :: Python Modules
Topic :: Software Development :: Libraries :: Ruby Modules
Topic :: Software Development :: Libraries :: Tcl Extensions
Topic :: Software Development :: Localization
Topic :: Software Development :: Object Brokering
Topic :: Software Development :: Object Brokering :: CORBA
Topic :: Software Development :: Pre-processors
Topic :: Software Development :: Quality Assurance
Topic :: Software Development :: Testing
Topic :: Software Development :: Testing :: Traffic Generation
Topic :: Software Development :: User Interfaces
Topic :: Software Development :: Version Control
Topic :: Software Development :: Version Control :: Bazaar
Topic :: Software Development :: Version Control :: CVS
Topic :: Software Development :: Version Control :: Git
Topic :: Software Development :: Version Control :: Mercurial
Topic :: Software Development :: Version Control :: RCS
Topic :: Software Development :: Version Control :: SCCS
Topic :: Software Development :: Widget Sets
Topic :: System
Topic :: System :: Archiving
Topic :: System :: Archiving :: Backup
Topic :: System :: Archiving :: Compression
Topic :: System :: Archiving :: Mirroring
Topic :: System :: Archiving :: Packaging
Topic :: System :: Benchmark
Topic :: System :: Boot
Topic :: System :: Boot :: Init
Topic :: System :: Clustering
Topic :: System :: Console Fonts
Topic :: System :: Distributed Computing
Topic :: System :: Emulators
Topic :: System :: Filesystems
Topic :: System :: Hardware
Topic :: System :: Hardware :: Hardware Drivers
Topic :: System :: Hardware :: Mainframes
Topic :: System :: Hardware :: Symmetric Multi-processing
Topic :: System :: Installation/Setup
Topic :: System :: Logging
Topic :: System :: Monitoring
Topic :: System :: Networking
Topic :: System :: Networking :: Firewalls
Topic :: System :: Networking :: Monitoring
Topic :: System :: Networking :: Monitoring :: Hardware Watchdog
Topic :: System :: Networking :: Time Synchronization
Topic :: System :: Operating System
Topic :: System :: Operating System Kernels
Topic :: System :: Operating System Kernels :: BSD
Topic :: System :: Operating System Kernels :: GNU Hurd
Topic :: System :: Operating System Kernels :: Linux
Topic :: System :: Power (UPS)
Topic :: System :: Recovery Tools
Topic :: System :: Shells
Topic :: System :: Software Distribution
Topic :: System :: Systems Administration
Topic :: System :: Systems Administration :: Authentication/Directory
Topic :: System :: Systems Administration :: Authentication/Directory :: LDAP
Topic :: System :: Systems Administration :: Authentication/Directory :: NIS
Topic :: System :: System Shells
Topic :: Terminals
Topic :: Terminals :: Serial
Topic :: Terminals :: Telnet
Topic :: Terminals :: Terminal Emulators/X Terminals
Topic :: Text Editors
Topic :: Text Editors :: Documentation
Topic :: Text Editors :: Emacs
Topic :: Text Editors :: Integrated Development Environments (IDE)
Topic :: Text Editors :: Text Processing
Topic :: Text Editors :: Word Processors
Topic :: Text Processing
Topic :: Text Processing :: Filters
Topic :: Text Processing :: Fonts
Topic :: Text Processing :: General
Topic :: Text Processing :: Indexing
Topic :: Text Processing :: Linguistic
Topic :: Text Processing :: Markup
Topic :: Text Processing :: Markup :: HTML
Topic :: Text Processing :: Markup :: LaTeX
Topic :: Text Processing :: Markup :: SGML
Topic :: Text Processing :: Markup :: VRML
Topic :: Text Processing :: Markup :: XML
Topic :: Utilities
Antwort:
topic | count |
---|---|
Software Development | 27230 |
Internet | 11108 |
Utilities | 8117 |
Scientific/Engineering | 6794 |
System | 4576 |
Text Processing | 2395 |
Database | 1691 |
Multimedia | 1659 |
Communications | 1606 |
Office/Business | 1138 |
Security | 1087 |
... | ... |
This PEP proposes a new binary operator to be used for matrix multiplication, called @. (Mnemonic: @ is * for mATrices.)
Hinweis: PEP = Python Enhancement Proposal
SciPy (pronounced “Sigh Pie”) is a Python-based ecosystem of open-source software for mathematics, science, and engineering.
Diese bieten:
run Python, Spyder with SciPy and friends out of the box
Gleich gibt es eine Demo...
PyGRAZ Meetup (Python User Group Graz)
Österreichs erste (mini) Python Konferenz