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| + | ~~NOTOC~~ | ||
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| ====== Python and Machine Learning resources ====== | ====== Python and Machine Learning resources ====== | ||
| + | |||
| + | ===== ML open source software and data ===== | ||
| + | |||
| + | * The [[http://archive.ics.uci.edu/ml/index.html | UCI]] machine learning data repository. | ||
| + | * [[http://mloss.org/software/|MLOSS]]: machine learning open source software repository. | ||
| + | * [[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]]. | ||
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| ====== Python ====== | ====== Python ====== | ||
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| * [[http://www.python.org/doc/current/tutorial/ | The official Python tutorial]] | * [[http://www.python.org/doc/current/tutorial/ | The official Python tutorial]] | ||
| * [[http://www.greenteapress.com/thinkpython|Think Python]], on-line book by Allen Downey | * [[http://www.greenteapress.com/thinkpython|Think Python]], on-line book by Allen Downey | ||
| + | * [[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 | * [[https://portal.g-node.org/python-summerschool-2009/slides|Dive into Python]] slides, by Bartosz Telenczuk | ||
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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]]). | ||
| + | |||
| - | On the computer science department's network, we have [[http://www.xm1math.net/texmaker/|texmaker]] installed. Just type | ||
| - | > texmaker | ||
| - | at the unix prompt to get started. We also have [[http://www.lyx.org/|LyX]], which you run by | ||
| - | > lyx | ||
| - | And we have [[http://kile.sourceforge.net/|kile]], which you run by | ||
| - | > kile | ||
| - | | ||
| ===== Latex on Windows and Macs ===== | ===== Latex on Windows and Macs ===== | ||
| - | * [[http://www.latex-project.org/ftp.html|Obtaining LaTeX]], includes links to [[http://www.tug.org/protext/|ProTeXT]] for Windows, and [[http://www.tug.org/mactex/2011/|MacTeX]] for Macs. | + | * [[http://www.latex-project.org/ftp.html|Obtaining LaTeX]], includes links to [[http://www.tug.org/protext/|ProTeXT]] for Windows, and [[http://www.tug.org/mactex/|MacTeX]] for Macs. |
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| See the [[https://www.cs.colostate.edu/wiki/Remote_Access|Remote Access]] page department wiki. | See the [[https://www.cs.colostate.edu/wiki/Remote_Access|Remote Access]] page department wiki. | ||
| + | |||
| + | |||
| + | |||
| + | ====== Matrices ====== | ||
| + | |||
| + | * [[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 | ||
| ===== Machine Learning Societies, Journals and Conferences ===== | ===== Machine Learning Societies, Journals and Conferences ===== | ||
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| * [[http://jmlr.csail.mit.edu/|Journal of Machine Learning Research]], free, on-line | * [[http://jmlr.csail.mit.edu/|Journal of Machine Learning Research]], free, on-line | ||
| * [[http://www.mitpressjournals.org/loi/neco|Neural Computation]] | * [[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. | * [[http://nips.cc/|Neural Information Processing Systems]] conference. | ||
| - | ====== Matrices ====== | ||
| - | * [[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 | ||
resources.txt · Last modified: 2016/08/24 16:43 by asa
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