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pytensor
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29f6ba00
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29f6ba00
authored
8月 20, 2014
作者:
Frederic Bastien
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@@ -83,21 +83,21 @@ Pylearn2 Vision
...
@@ -83,21 +83,21 @@ Pylearn2 Vision
TODO: SHould we split this in 2 part, what is done, what is the vision not done yet?
TODO: SHould we split this in 2 part, what is done, what is the vision not done yet?
* Researchers *
add features as they need them
*. We avoid getting bogged down by
* Researchers *
*add features as they need them*
*. We avoid getting bogged down by
too much top-down planning in advance.
too much top-down planning in advance.
* A machine learning toolbox for *
easy scientific experimentation
*.
* A machine learning toolbox for *
*easy scientific experimentation*
*.
* All models/algorithms published by the LISA lab should have reference
* All models/algorithms published by the LISA lab should have reference
implementations in Pylearn2. TODO REMOVE???
implementations in Pylearn2. TODO REMOVE???
* Pylearn2 *
may wrap other libraries
* such as scikits.learn when this is practical
* Pylearn2 *
*may wrap other libraries*
* such as scikits.learn when this is practical
* Pylearn2 *
differs from scikits.learn
* in that Pylearn2 aims to provide great
* Pylearn2 *
*differs from scikits.learn*
* in that Pylearn2 aims to provide great
flexibility and make it possible for a researcher to do almost anything,
flexibility and make it possible for a researcher to do almost anything,
while *
scikits.learn aims to work as a "black box"
*.
while *
*scikits.learn aims to work as a "black box"*
*.
* *
Dataset interface
* for vector, images, video, ... TODO (DO WE HAVE VIDEO?)
* *
*Dataset interface*
* for vector, images, video, ... TODO (DO WE HAVE VIDEO?)
* Small framework for all what is needed for one normal MLP/RBM/SDA/Convolution
* Small framework for all what is needed for one normal MLP/RBM/SDA/Convolution
experiments. (TODO: I think I would remove this)
experiments. (TODO: I think I would remove this)
* *
Easy reuse* of *sub-component
* of Pylearn2.
* *
*Easy reuse of sub-component*
* of Pylearn2.
* Using one sub-component of the library does not force you to use / learn to
* Using one sub-component of the library does not force you to use / learn to
use all of the other sub-components if you choose not to.
use all of the other sub-components if you choose not to.
TODO remove?
* Support cross-platform serialization of learned models.(TODO, I think this isn't done)
* Support cross-platform serialization of learned models.(TODO, I think this isn't done)
* Remain approachable enough to be used in the classroom
* Remain approachable enough to be used in the classroom
...
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