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MatthieuCourbariaux committed Nov 6, 2015
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Expand Up @@ -23,7 +23,7 @@ is available [here](https://github.com/hantek/BinaryConnect).

This python script trains an MLP on MNIST with the stochastic version of BinaryConnect.
It should run for about 30 minutes on a GTX 680 GPU.
The final test error should be around 1.15%.
The final test error should be around **1.15%**.
Please note that this is NOT the experiment reported in the article (which is in the "master" branch of the repository).

## CIFAR-10
Expand All @@ -32,7 +32,7 @@ Please note that this is NOT the experiment reported in the article (which is in

This python script trains a CNN on CIFAR-10 with the stochastic version of BinaryConnect.
It should run for about 20 hours on a Titan Black GPU.
The final test error should be around 8.27%.
The final test error should be around **8.27%**.

## SVHN

Expand All @@ -45,7 +45,7 @@ This python script (taken from Pylearn2) computes a preprocessed (GCN and ZCA wh

This python script trains a CNN on SVHN with the stochastic version of BinaryConnect.
It should run for about 2 days on a Titan Black GPU.
The final test error should be around 2.15%.
The final test error should be around **2.15%**.

## How to play with it

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