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====== Python and Machine Learning resources ====== | ====== Python and Machine Learning resources ====== | ||
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* [[http://rodrigob.github.io/are_we_there_yet/build/classification_datasets_results.html | Are we there yet?]] recent progress on challenging computer vision datasets. | * [[http://rodrigob.github.io/are_we_there_yet/build/classification_datasets_results.html | Are we there yet?]] recent progress on challenging computer vision datasets. | ||
* [[http://www.kaggle.com/competitions | ML competitions]]. | * [[http://www.kaggle.com/competitions | ML competitions]]. | ||
- | ===== Machine Learning Societies, Journals and Conferences ===== | ||
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- | * [[http://machinelearning.org/|The International Machine Learning Society]] and its [[http://machinelearning.org/icml.html|International Conference on Machine Learning]] | ||
- | * [[http://jmlr.csail.mit.edu/|Journal of Machine Learning Research]], free, on-line | ||
- | * [[http://www.mitpressjournals.org/loi/neco|Neural Computation]] | ||
- | * [[http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1098-111X|International Journal of Intelligent Systems]] | ||
- | * [[http://nips.cc/|Neural Information Processing Systems]] conference. | ||
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* [[http://learnpythonthehardway.org/book/|Learn Python the hard way]] | * [[http://learnpythonthehardway.org/book/|Learn Python the hard way]] | ||
* [[http://www.diveintopython.net/|Dive Into Python]], on-line book by Mark Pilgrim | * [[http://www.diveintopython.net/|Dive Into Python]], on-line book by Mark Pilgrim | ||
- | * [[https://portal.g-node.org/python-summerschool-2009/slides|Dive into Python]] slides, by Bartosz Telenczuk | ||
=== Python resources === | === Python resources === | ||
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* [[http://python.net/~goodger/projects/pycon/2007/idiomatic/handout.html|Code Like a Pythonista: Idiomatic Python]] | * [[http://python.net/~goodger/projects/pycon/2007/idiomatic/handout.html|Code Like a Pythonista: Idiomatic Python]] | ||
* [[http://docs.python.org/library/index.html|The Python Standard Library]] | * [[http://docs.python.org/library/index.html|The Python Standard Library]] | ||
- | * [[http://ianozsvald.com/HighPerformancePythonfromTrainingatEuroPython2011_v0.2.pdf|High Performance Python]], by Ian Ozsvald | + | * [[http://ipython.org/|IPython]]: a better Python interpreter. |
- | + | ||
- | ===== IPython ===== | + | |
- | + | ||
- | * [[http://ipython.org/|IPython]] main site | + | |
- | * [[http://showmedo.com/videotutorials/video?name=1000010&fromSeriesID=100|Video tutorial on using ipython]], in five parts by Jeff Rush | + | |
- | * [[http://www.youtube.com/watch?v=2G5YTlheCbw|Video: IPython in-depth: high-productivity interactive and parallel python]], at 1:22 this video summarizes the IPython Notebook. | + | |
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Lots of tutorials and quick starts out there: | Lots of tutorials and quick starts out there: | ||
- | * [[http://www.latex-project.org/guides/|LaTeX Documentation]] | ||
* [[http://tobi.oetiker.ch/lshort/lshort.pdf|The Not So Short Introduction to LATEX 2ε or LATEX 2ε in 157 minutes]] by Tobias Oetiker, Hubert Partl, Irene Hyna and Elisabeth Schlegl, with an excellent index useful for looking up commands | * [[http://tobi.oetiker.ch/lshort/lshort.pdf|The Not So Short Introduction to LATEX 2ε or LATEX 2ε in 157 minutes]] by Tobias Oetiker, Hubert Partl, Irene Hyna and Elisabeth Schlegl, with an excellent index useful for looking up commands | ||
* [[http://soundandcomplete.com/2010/05/13/emacs-as-the-ultimate-latex-editor/|Emacs as the Ultimate LaTeX Editor]], by Piotr Kaźmierczak | * [[http://soundandcomplete.com/2010/05/13/emacs-as-the-ultimate-latex-editor/|Emacs as the Ultimate LaTeX Editor]], by Piotr Kaźmierczak | ||
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* [[http://www.andy-roberts.net/writing/latex|Getting to Grips with LaTeX]] by Andrew Roberts | * [[http://www.andy-roberts.net/writing/latex|Getting to Grips with LaTeX]] by Andrew Roberts | ||
- | ===== IDEs ===== | + | ===== Tools for LaTex ===== |
There are specific editors and GUI programs to help you with LaTex (e.g. texmaker, lyx, and kile for linux, which are installed on CS machines, and miktex for windows). Personally, I either do things at the commandline and use emacs/aquamacs for editing or use one of two very good online systems: ([[https://www.overleaf.com/ | Overleaf]] or [[https://www.sharelatex.com/ | ShareLatex]]). | There are specific editors and GUI programs to help you with LaTex (e.g. texmaker, lyx, and kile for linux, which are installed on CS machines, and miktex for windows). Personally, I either do things at the commandline and use emacs/aquamacs for editing or use one of two very good online systems: ([[https://www.overleaf.com/ | Overleaf]] or [[https://www.sharelatex.com/ | ShareLatex]]). | ||
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* [[http://www.johndcook.com/blog/2010/01/19/dont-invert-that-matrix/|Don't Invert that Matrix]], by John Cook | * [[http://www.johndcook.com/blog/2010/01/19/dont-invert-that-matrix/|Don't Invert that Matrix]], by John Cook | ||
* [[http://orion.uwaterloo.ca/~hwolkowi/matrixcookbook.pdf|The Matrix Cookbook]], by Kaare Brandt Petersen and Michael Syskind Pedersen | * [[http://orion.uwaterloo.ca/~hwolkowi/matrixcookbook.pdf|The Matrix Cookbook]], by Kaare Brandt Petersen and Michael Syskind Pedersen | ||
+ | |||
+ | ===== Machine Learning Societies, Journals and Conferences ===== | ||
+ | |||
+ | * [[http://machinelearning.org/|The International Machine Learning Society]] and its [[http://machinelearning.org/icml.html|International Conference on Machine Learning]] | ||
+ | * [[http://jmlr.csail.mit.edu/|Journal of Machine Learning Research]], free, on-line | ||
+ | * [[http://www.mitpressjournals.org/loi/neco|Neural Computation]] | ||
+ | * [[http://nips.cc/|Neural Information Processing Systems]] conference. | ||
+ | |||
+ | |||
+ |