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| + | ====== Algorithm Python Competition ====== | ||
| + | Please accomplish **5** of following competition work in python. And please hand out before 2011-08-01. | ||
| + | |||
| + | ===== About Python ===== | ||
| + | [[http://www.python.org/|Python]] is a powerful but easy-to-use script language for daily software development. In this course, we mainly use it as a standard tool to learn mathematical skills. Several useful links are listed as following for your reference: | ||
| + | * An active Chinese python forum: [[http://wiki.woodpecker.org.cn/moin/|http://wiki.woodpecker.org.cn]]. You can find a [[http://wiki.woodpecker.org.cn/moin/March_Liu/PyTutorial|Chinese tutorial book]] in this website. | ||
| + | * [[http://www.sthurlow.com/python/|A Beginner's Python Tutorial]] in English | ||
| + | * [[http://docs.python.org/tutorial/|The Python (V2.7) Tutorial]] | ||
| + | * [[http://folk.uio.no/henninri/pca_module/|PCA Module for Python]] | ||
| + | * [[http://gnuplot-py.sourceforge.net/|gnuplot]] | ||
| + | * [[http://numpy.scipy.org/|NumPy]] is the fundamental package needed for scientific computing with Python. | ||
| + | * [[http://www.mindview.net/Books/TIPython|Think in python]] | ||
| + | * [[http://www-users.cs.york.ac.uk/jc/teaching/agm/|Algorithms for Graphical Models]] | ||
| + | * [[http://conference.scipy.org/scipy2010/|SciPy 2010]] | ||
| + | |||
| + | ===== Competition 1 ===== | ||
| + | Polynomial function fitting on noisy data, please include regularity term. | ||
| + | |||
| + | ===== Competition 2 ===== | ||
| + | Design a framework so as can be used for solve MLE and MAP problem on Binomial (and multi-nomial) Distribution. | ||
| + | |||
| + | ===== Competition 3 ===== | ||
| + | K-means on n-dimensional data | ||
| + | |||
| + | ===== Competition 4 ===== | ||
| + | EM method of MOG on n-dimensional data. | ||
| + | |||
| + | ===== Competition 5 ===== | ||
| + | ISO-map on n-dimensional data. | ||
| + | |||
| + | ===== Competition 6 ===== | ||
| + | AdaBoost applied on 2-dimensional data. | ||
| + | |||
| + | ===== Competition 7 ===== | ||
| + | |||
| + | Digits "3" recognition based on PCA. | ||
| + | |||
| + | ===== Competition 8 ===== | ||
| + | Viterbi Algorithm. | ||
| + | |||
| + | ===== Competition 9 ===== | ||
| + | 2D SVM classifier. | ||
| + | |||
| + | ===== Competition 10 ===== | ||
| + | Poisson image editing. | ||
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