.gitignore

@@ -3,4 +3,3 @@ include/
 lib/
 lib64
 pyvenv.cfg
-__pycache__/

README.md

@@ -9,20 +9,15 @@ Neural network library written in Python completely from scratch, using only num
 ## Usage
 
 ```
-from pygrad.tensor import Tensor
+import nn
 
-a, b = Tensor(np.random.randn(3, 1)), Tensor(np.random.randn(1, 3))
+a, b = Tensor(2), Tensor(3)
 c = a.mul(b)
 d = c.exp()
 d.backward()
 
 print(a.grad, b.grad, c.grad)
-# 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 ]]
+# should output (1210.2863804782053, 806.8575869854702, 403.4287934927351)
 ```
 
 ## References