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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 |
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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') |
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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 |
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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 |
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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 |
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1] OBI Ontology http://obi-ontology.org/page/Main_Page | |
2] Open Ontologies http://en.wikipedia.org/wiki/Open_Biomedical_Ontologies |
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{ | |
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{ | |
"metadata": { | |
"name": "Geometric illustration of the SVD" | |
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{ | |
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{ | |
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