From 275579839038105d71e50197fc06c5abef55cdc3 Mon Sep 17 00:00:00 2001
From: aodhneine <aodhneine@protonmail.ch>
Date: Sun, 15 Nov 2020 19:04:49 +0000
Subject: [PATCH] Update README to reflect added support for arrays

---
 README.md | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 672c627..5a8a29f 100644
--- a/README.md
+++ b/README.md
@@ -9,15 +9,20 @@ Neural network library written in Python completely from scratch, using only num
 ## Usage
 
 ```
-import nn
+from pygrad.tensor import Tensor
 
-a, b = Tensor(2), Tensor(3)
+a, b = Tensor(np.random.randn(3, 1)), Tensor(np.random.randn(1, 3))
 c = a.mul(b)
 d = c.exp()
 d.backward()
 
 print(a.grad, b.grad, c.grad)
-# should output (1210.2863804782053, 806.8575869854702, 403.4287934927351)
+# should output something like
+#  [[-16.51232262 -16.51232262 -16.51232262]]
+#  [[-53.88103349 -53.88103349 -53.88103349]]
+#  [[ 3.50417648  3.50417648  3.50417648]
+#   [15.67424587 15.67424587 15.67424587]
+#   [16.0131011  16.0131011  16.0131011 ]]
 ```
 
 ## References