diff --git a/doc/Programs/PyTorch/simplegrad.py b/doc/Programs/PyTorch/simplegrad.py
new file mode 100644
index 000000000..2e8351e79
--- /dev/null
+++ b/doc/Programs/PyTorch/simplegrad.py
@@ -0,0 +1,10 @@
+import torch
+w = torch.tensor(1.0, requires_grad = True)
+b = torch.tensor(0.5, requires_grad = True)
+x = torch.tensor([1.4])
+y = torch.tensor([2.1])
+z = torch.add(torch.mul(w,x),b)
+loss = (y-z).pow(2).sum()
+loss.backward()
+print(w.grad)
+print(b.grad)