X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=README.md;h=662b8a885b43a5342e7dd917f16535cc025cb3e8;hb=e73c3494970d12154aff7587fcb43cf600f03e30;hp=869a1d97c09df81fd886168e78159bc56b7f8bdf;hpb=91d22819226af01ec2eee6aed49007e058dc6e50;p=dagnn.git

diff --git a/README.md b/README.md
index 869a1d9..662b8a8 100644
--- a/README.md
+++ b/README.md
@@ -1,9 +1,9 @@
 
 # Introduction #
 
-This package implements a new module nn.DAG for the torch framework,
-which inherits from nn.Container and allows to combine modules in an
-arbitrary graph without cycle.
+This package implements a new module nn.DAG for the [torch framework](https://torch.ch),
+which inherits from [nn.Container](https://github.com/torch/nn/blob/master/Container.lua) and allows to combine modules in an
+arbitrary [Directed Acyclic Graph (DAG).](https://en.wikipedia.org/wiki/Directed_acyclic_graph)
 
 ## Example ##
 
@@ -67,7 +67,7 @@ table of inputs reflecting the structure of the nested table of
 modules given as argument to DAG:setInput (respectively DAG:setOutput)
 
 So for instance, in the example above, the model expects a tensor as
-input, since it is the input to the module a, and its output will is a
+input, since it is the input to the module a, and its output is a
 table composed of two tensors, corresponding to the outputs of d and e
 respectively.
 
@@ -88,9 +88,10 @@ calling it n-1 times on the pairs of successive arguments.
 
 ### nn.DAG:setInput(i) ###
 
-Defines the content and structure of the input. The argument should be
+Define the content and structure of the input. The argument should be
 either a module, or a (nested) table of modules. The input to the DAG
-should be a (nested) table of inputs, with the corresponding structure.
+should be a (nested) table of inputs, with the corresponding
+structure.
 
 ### nn.DAG:setOutput(o) ###
 
@@ -98,7 +99,7 @@ Similar to DAG:setInput().
 
 ### nn.DAG:print() ###
 
-Prints the list of nodes.
+Print the list of nodes.
 
 ### nn.DAG:saveDot(filename) ###