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Added MarkDown formatting support to examples/babi_memnn.py #12221

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Merged
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Feb 7, 2019
Merged

Added MarkDown formatting support to examples/babi_memnn.py #12221

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311a9a9
Added MarkDown formatting support to examples/babi_memnn.py
joosephook Feb 7, 2019
3dca4a4
Shortened line length for PEP8 in examples/babi_memnn.py
joosephook Feb 7, 2019
1126e69
Paper titles now link to the corresponding papers toexamples/babi_mem…
joosephook Feb 7, 2019
c0b476a
Broke up long paper title for PEP8 in toexamples/babi_memnn.py
joosephook Feb 7, 2019
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1 change: 1 addition & 0 deletions docs/mkdocs.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -70,3 +70,4 @@ nav:
- Examples:
- Addition RNN: examples/addition_rnn.md
- Baby RNN: examples/babi_rnn.md
- Baby MemNN: examples/babi_memnn.md
10 changes: 5 additions & 5 deletions examples/babi_memnn.py
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@@ -1,14 +1,14 @@
'''Trains a memory network on the bAbI dataset.
'''
#Trains a memory network on the bAbI dataset.

References:

- Jason Weston, Antoine Bordes, Sumit Chopra, Tomas Mikolov, Alexander M. Rush,
"Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks",
http://arxiv.org/abs/1502.05698
["Towards AI-Complete Question Answering:
A Set of Prerequisite Toy Tasks"](http://arxiv.org/abs/1502.05698)

- Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston, Rob Fergus,
"End-To-End Memory Networks",
http://arxiv.org/abs/1503.08895
["End-To-End Memory Networks"](http://arxiv.org/abs/1503.08895)

Reaches 98.6% accuracy on task 'single_supporting_fact_10k' after 120 epochs.
Time per epoch: 3s on CPU (core i7).
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