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Commit b3c591ca authored by Valentin Pelloin's avatar Valentin Pelloin
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documentation + notebook

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.gitignore
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*.pyc
__pycache__/
.ipynb_checkpoints/
*.binary
*.word2vec
text8
text8.zip
docs/Makefile 0 → 100644
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# Minimal makefile for Sphinx documentation
#
# You can set these variables from the command line.
SPHINXOPTS =
SPHINXBUILD = sphinx-build
SOURCEDIR = source
BUILDDIR = build
# Put it first so that "make" without argument is like "make help".
help:
@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
.PHONY: help Makefile
# Catch-all target: route all unknown targets to Sphinx using the new
# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS).
%: Makefile
@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
\ No newline at end of file
docs/build/html/.buildinfo 0 → 100644
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# Sphinx build info version 1
# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
config: 2439f2e080dc27d413c99444c8f6e20c
tags: 645f666f9bcd5a90fca523b33c5a78b7
docs/build/html/_sources/getting_started.rst.txt 0 → 100644
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.. _getting_started:
Getting started with svd2vec
============================
.. raw:: html
:file: notebook.html
docs/build/html/_sources/index.rst.txt 0 → 100644
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.. svd2vec documentation master file, created by
sphinx-quickstart on Wed May 22 10:01:33 2019.
You can adapt this file completely to your liking, but it should at least
contain the root `toctree` directive.
Welcome to svd2vec's documentation!
===================================
**SVD2vec** is a python library for representing documents words as vectors.
Vectors are created using the **PMI** (Pointwise Mutual Information) and the
**SVD** (Singular Value Decomposition).
This library implements recommendations from "Improving Distributional
Similarity with Lessons Learned from Word Embeddings" (Omer Levy, Yoav Goldberg,
and Ido Dagan) [#]_. This papers suggests that traditional methods like PMI and SVD
can be as good as word2vec by appling the same hyperparameters.
.. [#]
`Improving Distributional Similarity with Lessons Learned from Word Embeddings <https://www.mitpressjournals.org/doi/abs/10.1162/tacl_a_00134>`_.
**Omer Levy**, **Yoav Goldberg**, and **Ido Dagan**
Transactions of the Association for Computational Linguistics 2015 Vol. 3, 211-225
.. toctree::
:maxdepth: 5
:caption: Contents:
getting_started
svd2vec
Indices and tables
==================
* :ref:`genindex`
* :ref:`modindex`
* :ref:`search`
docs/build/html/_sources/modules.rst.txt 0 → 100644
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svd2vec
=======
.. toctree::
:maxdepth: 4
svd2vec
docs/build/html/_sources/svd2vec.rst.txt 0 → 100644
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.. _svd2vec:
svd2vec documentation
=====================
.. autoclass:: svd2vec.svd2vec
:members:
docs/build/html/_static/alabaster.css 0 → 100644
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