2013/3/26 Abdul Wahid Memon <[email protected]>:
> Hello all
>
> Is there any example of using datasets.load_svmlight_file() already
> available or any data set in sparse matrix format to be used along
> with this function in SCIKIT?

The API is pretty straightforward and documented here:

http://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_file.html

X, y = load_svmlight_file(filepath)

You can find sample datasets using the libsvm / svmlight format here:

http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/ (only use
classification datasets if you want to train classifiers)

Then to compute the cross validated score of the linear SVM with C=1.0:

from sklearn.cross_validation import cross_val_score
from sklearn.svm import LinearSVC

print(cross_val_score(LinearSVC(C=1.0), X, y, cv=3).mean())

--
Olivier
http://twitter.com/ogrisel - http://github.com/ogrisel

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