resources
Differences
This shows you the differences between two versions of the page.
| Both sides previous revision Previous revision Next revision | Previous revision Next revision Both sides next revision | ||
|
resources [2013/08/04 14:45] asa |
resources [2016/08/24 16:40] asa [... Macs] |
||
|---|---|---|---|
| Line 1: | Line 1: | ||
| + | ~~NOTOC~~ | ||
| + | |||
| ====== Python and Machine Learning resources ====== | ====== Python and Machine Learning resources ====== | ||
| - | ====== Python ====== | + | ===== 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]]. | ||
| - | [[http://www.python.org|The official Python website]] | + | ===== Python ===== |
| === Resources for learning python === | === Resources for learning python === | ||
| - | * [[http://www.python.org/doc/current/tutorial/ | The official Python tutorial]] | + | * [[https://docs.python.org/3/tutorial/ | The official Python tutorial]] |
| - | * [[http://www.greenteapress.com/thinkpython|Think Python]], on-line book by Allen Downey | + | * [[http://greenteapress.com/wp/think-python-2e/|Think Python]], on-line book by Allen Downey |
| - | * [[http://www.diveintopython.net/|Dive Into Python]], on-line book by Mark Pilgrim | + | * [[http://learnpythonthehardway.org/book/|Learn Python the hard way]] (not updated to Python 3) |
| - | * [[https://portal.g-node.org/python-summerschool-2009/slides|Dive into Python]] slides, by Bartosz Telenczuk | + | |
| === Python resources === | === Python resources === | ||
| - | * [[http://aymanh.com/python-debugging-techniques|Python Debugging Techniques]] and [[http://pythonconquerstheuniverse.wordpress.com/category/python-debugger/|Python Conquers the Universe]] | + | * [[http://pythonconquerstheuniverse.wordpress.com/category/python-debugger/|Python Debugging Techniques]] |
| - | * [[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. | + | |
| Line 35: | Line 35: | ||
| ==== ... Macs ==== | ==== ... Macs ==== | ||
| - | * [[http://www.thisisthegreenroom.com/2011/installing-python-numpy-scipy-matplotlib-and-ipython-on-lion/|Installing Python on Lion or Mountain Lion]] | ||
| * [[http://docs.python.org/using/mac.html|Using Python on Macs]] | * [[http://docs.python.org/using/mac.html|Using Python on Macs]] | ||
| Line 78: | Line 77: | ||
| 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 | ||
| Line 85: | Line 83: | ||
| * [[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. |
| Line 103: | Line 98: | ||
| 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 ===== | ||
| Line 109: | Line 111: | ||
| * [[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
Page Tools
Except where otherwise noted, content on this wiki is licensed under the following license: CC Attribution-Share Alike 4.0 International
