[enhancement] Consistent parameter naming

[TNick]

A network with three maxout.MaxoutLocalC01B, a maxout.Maxout and a mlp.Softmax prints Parameter and initial learning rate summary like so:

    W: 0.0025
    b: 0.0025
    W: 0.0025
    b: 0.0025
    W: 0.0025
    b: 0.0025
    layer_4_W: 0.05
    layer_4_b: 0.05
    softmax_b: 0.05
    softmax_W: 0.05

This is all but consistent. I like the layer.name + '_' + W/b notation.
It is already used in most parts of the library, as grep -R "\.name = " shows.

Would you accept a PR with that? If not, please suggest other naming convention and I would be happy to write a PR.

[lamblin]

Yes, that looks like a good idea, a PR would be welcome.
Thanks!

[TNick]

softmax_b and softmax_W too?

$>grep -R softmax_b
models/dbm/layer.py:        self.b = sharedX( np.zeros((n_classes,)), name = 'softmax_b')
models/mlp.py:                             name='softmax_b')
scripts/tutorials/convolutional_network/convolutional_network.ipynb:        "\tsoftmax_b: 0.00999999977648\n"
scripts/tutorials/jobman_integration.ipynb:        "\tsoftmax_b: 0.000205\r\n",
scripts/tutorials/multilayer_perceptron/multilayer_perceptron.ipynb:        "\tsoftmax_b: 0.00999999977648\n"
scripts/tutorials/multilayer_perceptron/multilayer_perceptron.ipynb:        "\tsoftmax_b: 0.00999999977648\n"
scripts/tutorials/stacked_autoencoders/stacked_autoencoders.ipynb:        "\tsoftmax_b: 0.0500000007451\n"

$>grep -R softmax_W
models/dbm/layer.py:        self.W = sharedX(W,  'softmax_W' )
models/mlp.py:            self.W = sharedX(W,  'softmax_W')
scripts/tutorials/convolutional_network/convolutional_network.ipynb:        "\tsoftmax_W: 0.00999999977648\n"
scripts/tutorials/jobman_integration.ipynb:        "\tsoftmax_W: 0.000205\r\n"
scripts/tutorials/multilayer_perceptron/multilayer_perceptron.ipynb:        "\tsoftmax_W: 0.00999999977648\n"
scripts/tutorials/multilayer_perceptron/multilayer_perceptron.ipynb:        "\tsoftmax_W: 0.00999999977648\n"
scripts/tutorials/stacked_autoencoders/stacked_autoencoders.ipynb:        "\tsoftmax_W: 0.0500000007451\n"

[JesseLivezey]

I think consistency everywhere would be welcome.