jaganadhg

from sklearn.datasets import fetch_20newsgroups

twenty = fetch_20newsgroups()


from sklearn.pipeline import Pipeline

from sklearn.feature_extraction.text import CountVectorizer

from sklearn.feature_extraction.text import TfidfTransformer

jaganadhg

MR Matrix Multiply http://www.slideshare.net/dgleich/sparse-matrix-computations-in-mapreduce
https://github.com/oguzdemir/datasci
http://www.cs.utah.edu/~jeffp/teaching/cs7960/L17-MR-Matrix+DB
http://adhoop.wordpress.com/2012/03/31/matrix-multiplication-using-mapreduce-1-step-solution/
http://adhoop.wordpress.com/2012/03/28/matrix_multiplication_2_step/


Solution to UnicodeEncodeError: 'ascii' codec can't encode character u'\u0100' in position 9: ordinal not in range(128)  

.encode('ascii', 'ignore') 

jaganadhg

https://github.com/uchicago-cs/cmsc12300/tree/master/examples/data_analysis/src/cs123/regression
http://aimotion.blogspot.com/2011/11/machine-learning-with-python-logistic.html
http://davidcoallier.com/blog/linear-regression-from-r-to-python/
http://mpastell.com/2013/04/19/python_regression/
http://scikit-learn.org/stable/auto_examples/linear_model/plot_ols.html
https://gist.github.com/johnmyleswhite/5556201
http://slendrmeans.wordpress.com/2013/02/08/will-it-python-machine-learning-for-hackers-chapter-6-regression-models-with-regularization/
http://nbviewer.ipython.org/4166681/
http://www.rqna.net/qna/nmrwww-pure-python-code-for-multivariate-linear-regression.html
http://www.kevinsheppard.com/images/0/09/Python_introduction.pdf Python for Economists

jaganadhg

http://emerge.mc.vanderbilt.edu/natural-language-processing-nlp-survey-tools-resources
https://wiki.nci.nih.gov/display/VKC/cTAKES+1.2.2+Developer+Install+Instructions
https://www.i2b2.org/software/projects/hitex/hitex_manual.html
http://www.dbmi.pitt.edu/blulab
http://knowledgemap.mc.vanderbilt.edu/research/content/medex-tool-finding-medication-information
https://code.google.com/p/medex-uima/
http://knowledgemap.mc.vanderbilt.edu/research/content/sectag-tagging-clinical-note-section-headers
http://loinc.org/downloads
http://www.jbiomedsem.com/content/4/1/1
http://www.comp.leeds.ac.uk/scsh/papers/i2b2Paper.pdf

jaganadhg

1] Recommendation - http://nbviewer.ipython.org/20a18d52c539b87de2af?utm_source=Python+Weekly+Newsletter&utm_campaign=611942dc15-Python_Weekly_Issue_107_October_3_2013&utm_medium=email&utm_term=0_9e26887fc5-611942dc15-301228641 [Pandas,Sklearn]

2] WordNet http://www.stevenloria.com/tutorial-wordnet-textblob/?utm_source=Python+Weekly+Newsletter&utm_campaign=611942dc15-Python_Weekly_Issue_107_October_3_2013&utm_medium=email&utm_term=0_9e26887fc5-611942dc15-301228641 [WordNet, Python]

3] NLP Python http://blog.scripted.com/staff/nlp-hacking-in-python/?utm_source=Python+Weekly+Newsletter&utm_campaign=611942dc15-Python_Weekly_Issue_107_October_3_2013&utm_medium=email&utm_term=0_9e26887fc5-611942dc15-301228641 [Python, NLP]

4] Pyton audio Analysis http://jack.minardi.org/software/computational-synesthesia/?utm_source=Python+Weekly+Newsletter&utm_campaign=611942dc15-Python_Weekly_Issue_107_October_3_2013&utm_medium=email&utm_term=0_9e26887fc5-611942dc15-301228641 [Python speech audio]

5] Solr, KNN http://www.ope

jaganadhg

1] OBI Ontology http://obi-ontology.org/page/Main_Page

2] Open Ontologies http://en.wikipedia.org/wiki/Open_Biomedical_Ontologies

jaganadhg

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jaganadhg

{
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jaganadhg

{
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jaganadhg

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