diff --git a/batch-represent/dataset.lua b/batch-represent/dataset.lua
index fc1d13a..915cc85 100644
--- a/batch-represent/dataset.lua
+++ b/batch-represent/dataset.lua
@@ -1,4 +1,4 @@
--- Source: https://github.com/facebook/fbcunn/blob/master/examples/imagenet/dataset.lua
+-- Source: https://github.com/soumith/imagenet-multiGPU.torch/blob/master/dataset.lua
 
 require 'torch'
 torch.setdefaulttensortype('torch.FloatTensor')
diff --git a/docs/setup.md b/docs/setup.md
index d27c7df..471accc 100644
--- a/docs/setup.md
+++ b/docs/setup.md
@@ -89,7 +89,7 @@ with at least 4GB of memory with `--virtualbox-memory 4096`.
 Be sure you have checked out the submodules and downloaded the models as
 described above.
 See the
-[Dockerfile](https://github.com/cmusatyalab/openface/blob/master/docker/Dockerfile)
+[Dockerfile](https://github.com/cmusatyalab/openface/blob/master/Dockerfile)
 as a reference.
 
 This project uses `python2` because of the `opencv`
diff --git a/training/data.lua b/training/data.lua
index 652ec85..01184ab 100644
--- a/training/data.lua
+++ b/training/data.lua
@@ -1,4 +1,4 @@
--- Source: https://github.com/facebook/fbcunn/blob/master/examples/imagenet/data.lua
+-- Source: https://github.com/soumith/imagenet-multiGPU.torch/blob/master/data.lua
 --
 --  Copyright (c) 2014, Facebook, Inc.
 --  All rights reserved.
diff --git a/training/dataset.lua b/training/dataset.lua
index e5a6eb0..c412cf2 100644
--- a/training/dataset.lua
+++ b/training/dataset.lua
@@ -1,4 +1,4 @@
--- Source: https://github.com/facebook/fbcunn/blob/master/examples/imagenet/dataset.lua
+-- Source: https://github.com/soumith/imagenet-multiGPU.torch/blob/master/dataset.lua
 -- Modified by Brandon Amos in Sept 2015 for OpenFace by adding
 -- `samplePeople` and `sampleTriplet`.
 
diff --git a/training/donkey.lua b/training/donkey.lua
index 5a07a7a..d408616 100644
--- a/training/donkey.lua
+++ b/training/donkey.lua
@@ -1,4 +1,4 @@
--- Source: https://github.com/facebook/fbcunn/blob/master/examples/imagenet/donkey.lua
+-- Source: https://github.com/soumith/imagenet-multiGPU.torch/blob/master/donkey.lua
 --
 --  Copyright (c) 2014, Facebook, Inc.
 --  All rights reserved.
diff --git a/training/util.lua b/training/util.lua
index 6778cfb..d43fe71 100644
--- a/training/util.lua
+++ b/training/util.lua
@@ -1,4 +1,4 @@
--- Source: https://github.com/facebook/fbcunn/blob/master/examples/imagenet/util.lua
+-- Source: https://github.com/soumith/imagenet-multiGPU.torch/blob/master/util.lua
 
 local ffi=require 'ffi'
 ------ Some FFI stuff used to pass storages between threads ------------------