Includes a pointer to the list of algorithms

Just to make things a bit easier to the newcomers :-)

1 files changed, 7 insertions, 1 deletions

diff --git a/README.md b/README.md
index 375bbd8..a0a4101 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,13 @@ where:
 * `x`: the current parameter vector (a 1D `torch.Tensor`)
 * `state`: a table of parameters, and state variables, dependent upon the algorithm
 * `x*`: the new parameter vector that minimizes `f, x* = argmin_x f(x)`
-* `{f}`: a table of all f values, in the order they've been evaluated (for some simple algorithms, like SGD, `#f == 1`)
+* `{f}`: a table of all f values, in the order they've been evaluated
+  (for some simple algorithms, like SGD, `#f == 1`)
+
+## Available algorithms
+
+Please check [this file](doc/index.md) for the full list of
+optimization algorithms available and examples. 
 
 ## Important Note