add net surgery link to docs (+ drop old comment)

diff --git a/docs/index.md b/docs/index.md
index 6857c4e..4665425 100644 (file)
--- a/docs/index.md
+++ b/docs/index.md
@@ -10,8 +10,6 @@ Caffe is released under [the BSD 2-Clause license](https://github.com/BVLC/caffe
 
 Check out the [classification demo](http://demo.caffe.berkeleyvision.org/)!
 
-<!-- BVLC hosts a quick [classification demo](http://demo.caffe.berkeleyvision.org/) using Caffe. -->
-
 ## Why Caffe?
 
 Caffe aims to provide computer vision scientists and practitioners with a **clean and modifiable implementation** of state-of-the-art deep learning algorithms.
@@ -35,6 +33,7 @@ Even in CPU mode, computing predictions on an image takes only 20 ms when images
 * [Image Classification \[notebook\]][imagenet_classification]: classify images with the pretrained ImageNet model by the Python interface.
 * [Detection \[notebook\]][detection]: run a pretrained model as a detector in Python.
 * [Visualizing Features and Filters \[notebook\]][visualizing_filters]: extracting features and visualizing trained filters with an example image, viewed layer-by-layer.
+* [Editing Model Parameters \[notebook\]][net_surgery]: how to do net surgery and manually change model parameters.
 * [LeNet / MNIST Demo](/mnist.html): end-to-end training and testing of LeNet on MNIST.
 * [CIFAR-10 Demo](/cifar10.html): training and testing on the CIFAR-10 data.
 * [Training ImageNet](/imagenet_training.html): recipe for end-to-end training of an ImageNet classifier.
@@ -43,6 +42,7 @@ Even in CPU mode, computing predictions on an image takes only 20 ms when images
 [imagenet_classification]:  http://nbviewer.ipython.org/github/BVLC/caffe/blob/master/examples/imagenet_classification.ipynb
 [detection]:   http://nbviewer.ipython.org/github/BVLC/caffe/blob/master/examples/detection.ipynb
 [visualizing_filters]:  http://nbviewer.ipython.org/github/BVLC/caffe/blob/master/examples/filter_visualization.ipynb
+[net_surgery]:  http://nbviewer.ipython.org/github/BVLC/caffe/blob/master/examples/net_surgery.ipynb
 
 ## Citing Caffe