About the scipy lecture notes



  • Gaël Varoquaux
  • Emmanuelle Gouillart
  • Olav Vahtras


一覧 アルファベット順

  • Christopher Burns
  • Adrian Chauve
  • Robert Cimrman
  • Christophe Combelles
  • André Espaze
  • Emmanuelle Gouillart
  • Mike Müller
  • Fabian Pedregosa
  • Didrik Pinte
  • Nicolas Rougier
  • Gaël Varoquaux
  • Pauli Virtanen
  • Zbigniew Jędrzejewski-Szmek
  • Valentin Haenel (editor from 2011 to 2015)

Additional Contributions

Listed by alphabetical order

  • arunpersaud
  • Matthew Brett
  • Lars Buitinck
  • Pierre de Buyl
  • Ozan Çağlayan
  • Adrien Chauve
  • Robert Cimrman
  • Christophe Combelles
  • David Cournapeau
  • egens
  • Andre Espaze
  • André Espaze
  • Corey Farwell
  • Robert Gieseke
  • Philip Gillißen
  • Ralf Gommers
  • Emmanuelle Gouillart
  • Julia Gustavsen
  • Valentin Haenel
  • Pierre Haessig
  • Jonathan Helmus
  • Tarek Hoteit
  • Gert-Ludwig Ingold
  • Zbigniew Jędrzejewski-Szmek
  • kikocorreoso
  • mhemantha
  • nicoguaro
  • Sergio Oller
  • Fabian Pedregosa
  • Tiago M. D. Pereira
  • Nicolas Pettiaux
  • Didrik Pinte
  • reverland
  • Maximilien Riehl
  • Nicolas Rougier
  • Helen Sherwood-Taylor
  • Simon
  • strpeter
  • Wes Turner
  • Akihiro Uchida
  • Utkarsh Upadhyay
  • Olav Vahtras
  • Gael Varoquaux
  • Nelle Varoquaux
  • Olivier Verdier
  • VirgileFritsch
  • Pauli Virtanen
  • Yosh Wakeham
  • Stefan van der Walt
  • yasutomo57jp

What’s new

Release 2015.3 (November 2015)

  • Collapsed sidebar can now pop up for mid-sized display (Gaël Varoquaux)
  • Relaced pictures of Lena by racoon face (Thouis Jones)

Release 2015.2 (October 2015)

  • Authors on cover ordered as in bibtex entry (Nicolas Rougier)
  • Better rendering on mobile (Gaël Varoquaux)
  • Fix restructured text markup errors (Olav Vahtras)

Release 2015.1 (September 2015)

  • New chapter on statistics with Python (Gaël Varoquaux)
  • Better layout in PDF (Gaël Varoquaux)
  • New HTML layout, simplified formatting, mobile-friendly and sidebar (Gaël Varoquaux, Nelle Varoquaux)
  • Logos on the HTML front page and on the PDF cover (Nicolas Rougier)
  • Python 3 compatible code (Gaël Varoquaux, Olav Vahtras)
  • Code put up to date for more recent versions of project (Pierre de Buyl, Emmanuelle Gouillart, Gert-Ludwig Ingold, Nicolas Pettiaux, Olav Vahtras, Gaël Varoquaux, Nelle Varoquaux)
  • Matplotlib updated with removal of deprecated pylab interface (Nicolas Rougier)

Release 2013.2 (21 August 2013)

  • Numpy chapter simplified (Valentin Haenel)
  • New layout for the HTML rendering (Gaël Varoquaux)

Release 2013.1 (10 Feb 2013)

  • Improvements to the advanced image manipulation chapter (Emmanuelle Gouillart)
  • Upgrade of the introductory language chapter (Valentin Haenel)
  • Upgrade of the introductory numpy chapter (Valentin Haenel)
  • New advanced chapter on interfacing with C (Valentin Haenel)
  • Minor fixes and improvements in various places (Robert Gieseke, Ozan Çağlayan, Sergio Oller, kikocorreo, Valentin Haenel)

Release 2012.3 (26 Nov 2012)

This release integrates the changes written for the Euroscipy conference:

  • Matplotlib chapter completely redone (Nicolas Rougier, Gaël Varoquaux)
  • New advanced chapter on mathematical optimization (Gaël Varoquaux)
  • Mayavi chapter redone (Gaël Varoquaux)
  • Front page layout slightly improved: folding TOC (Gaël Varoquaux)

Release 2012.2 (22 Jun 2012)

Minor release with a few clean ups (Gael Varoquaux).

Release 2012.1 (20 Jun 2012)

This is a minor release with many clean ups. In particular, clean up of the layout (Gael Varoquaux), shortening of the numpy chapters and deduplications across the intro and advanced chapters (Gael Varoquaux) and doctesting of all the code (Gael Varoquaux).

Release 2012.0 (22 Apr 2012)

This is a minor release with a few clean ups. In particular, clean up the scikit-learn chapter (Lars Buitinck), more informative section titles (Gael Varoquaux), and misc fixes (Valentin Haenel, Virgile Fritsch).

Release 2011.1 (16 Oct 2011)

This release is a reworked version of the Euroscipy 2011 tutorial. Layout has been cleaned and optimized (Valentin Haenel and many others), the Traits chapter has been merged in (Didrik Pinte)

Release 2011 (1 Sept 2011)

This release is used for the Euroscipy 2011 tutorial. The numpy introductory chapter has been rewamped (Pauli Virtanen). The outline of the introductory chapters has been simplified (Gaël Varoquaux). Advanced chapters have been added: advanced Python constructs (Zbigniew Jędrzejewski-Szmek), debugging code (Gaël Varoquaux), optimizing code (Gaël Varoquaux), image processing (Emmanuelle Gouillart), scikit-learn (Fabian Pedregosa).



Creative Commons Attribution 4.0 Internatonal License (CC-by)


貢献者の一覧は AUTHORS.rst を参照して下さい。



ディスプレイで閲覧するために、html 出力を生成したい場合は、以下のように打ち込みます:

make html

生成された html ファイルは ``build/html``にあります


印刷するために pdf を生成するには:

make pdf

pdf ビルダーは多少とがったところがあり、いくつかの TeX エラーを起こすかもしれません、大抵の場合は *.rst ファイルのレイアウトを微調整することでこれらの問題は解決できます。



  • make
  • sphinx (>= 1.0)
  • pdflatex
  • pdfjam
  • matplotlib
  • scikit-learn (>= 0.8)
  • scikit-image
  • pandas
  • seaborn

Building on Fedora

As root:

yum install python make python-matplotlib texlive-pdfjam texlive scipy \
texlive-framed texlive-threeparttable texlive-wrapfig texlive-multirow
pip install Sphinx
pip install Cython
pip install scikit-learn
pip install scikit-image

Contributing guide and example chapter

The directory guide contains an example chapter with specific instructions on how to contribute: