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piskvorky committed Feb 28, 2013
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63 changes: 1 addition & 62 deletions docs/_sources/index.txt
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.. gensim documentation master file, created by
sphinx-quickstart on Tue Mar 16 19:45:41 2010.
You can adapt this file completely to your liking, but it should at least
contain the root `toctree` directive.

Gensim -- Topic Modelling for Humans
=====================================================


.. raw:: html
:file: _static/tagcloud.html


.. raw:: html

<table class="links" style="font-size: 200%;">
<tr>
<td><a href='intro.html'>What is this?</a></td>
<td><a href='install.html'>Installation</a></td>
</tr>
<tr>
<td><a href='tutorial.html'>Get started!</a></td>
<td><a href='about.html'>About</a></td>
</tr>
</table>


Quick Reference Example
------------------------

>>> from gensim import corpora, models, similarities
>>>
>>> # Load corpus iterator from a Matrix Market file on disk.
>>> corpus = corpora.MmCorpus('/path/to/corpus.mm')
>>>
>>> # Initialize a transformation (Latent Semantic Indexing with 200 latent dimensions).
>>> lsi = models.LsiModel(corpus, num_topics=200)
>>>
>>> # Convert another corpus to the latent space and index it.
>>> index = similarities.MatrixSimilarity(lsi[another_corpus])
>>>
>>> # determine similarity of a query document against each document in the index
>>> sims = index[query]


.. admonition:: What's new?

* 15 Sep 2012: release 0.8.6 : added the `hashing trick <http://en.wikipedia.org/wiki/Hashing-Trick>`_ to allow online changes to the vocabulary; fixed parallel lemmatization + `other minor improvements <https://github.com/piskvorky/gensim/blob/develop/CHANGELOG.txt>`_
* 22 Jul 2012: release 0.8.5 : better Wikipedia parsing, faster similarity queries, maintenance fixes
* 30 Apr 2012: William Bert's `interview with me <http://williamjohnbert.com/2012/04/interview-with-radim-rehurek-creator-of-gensim/>`_
* 9 Mar 2012: release 0.8.4: new model `Hierarchical Dirichlet Process <http://radimrehurek.com/gensim/models/hdpmodel.html>`_ (full `CHANGELOG <https://github.com/piskvorky/gensim/blob/develop/CHANGELOG.txt>`_)


.. toctree::
:hidden:
:maxdepth: 1

intro
install
tutorial
distributed
wiki
apiref
:file: _static/indexcontent.html
2 changes: 1 addition & 1 deletion docs/_sources/tut3.txt
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Expand Up @@ -140,7 +140,7 @@ That doesn't mean it's perfect though:
* new algorithms are published all the time; help gensim keep up by `discussing them <http://groups.google.com/group/gensim>`_ and `contributing code <https://github.com/piskvorky/gensim/wiki/Developer-page>`_
* your **feedback is most welcome** and appreciated (and it's not just the code!):
`idea contributions <https://github.com/piskvorky/gensim/wiki/Ideas-&-Features-proposals>`_,
`bug reports <https://github.com/piskvorky/gensim/issues>`_ or just
`bug reports <https://github.com/piskvorky/gensim/issues>`_ or just consider contributing
`user stories and general questions <http://groups.google.com/group/gensim/topics>`_.

Gensim has no ambition to become an all-encompassing framework, across all NLP (or even Machine Learning) subfields.
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