Merge branch 'main' into fix-2289

Svetlana Karslioglu · web-flow · commit 4b2fff8f0cee · 2023-04-25T09:08:51.000-07:00
diff --git a/beginner_source/introyt/autogradyt_tutorial.py b/beginner_source/introyt/autogradyt_tutorial.py
@@ -153,7 +153,7 @@
 #######################################################################
 # This ``grad_fn`` gives us a hint that when we execute the
 # backpropagation step and compute gradients, we’ll need to compute the
-# derivative of :math:`sin(x)` for all this tensor’s inputs.
+# derivative of :math:`\sin(x)` for all this tensor’s inputs.
 # 
 # Let’s perform some more computations:
 # 
@@ -222,8 +222,8 @@
 #    out = d.sum()
 # 
 # Adding a constant, as we did to compute ``d``, does not change the
-# derivative. That leaves :math:`c = 2 * b = 2 * sin(a)`, the derivative
-# of which should be :math:`2 * cos(a)`. Looking at the graph above,
+# derivative. That leaves :math:`c = 2 * b = 2 * \sin(a)`, the derivative
+# of which should be :math:`2 * \cos(a)`. Looking at the graph above,
 # that’s just what we see.
 # 
 # Be aware that only *leaf nodes* of the computation have their gradients

Original file line number	Diff line number	Diff line change
`@@ -153,7 +153,7 @@`
`153`	`153`	`#######################################################################`
`154`	`154`	# This ``grad_fn`` gives us a hint that when we execute the
`155`	`155`	`# backpropagation step and compute gradients, we’ll need to compute the`
`156`		-# derivative of :math:`sin(x)` for all this tensor’s inputs.
	`156`	+# derivative of :math:`\sin(x)` for all this tensor’s inputs.
`157`	`157`	`#`
`158`	`158`	`# Let’s perform some more computations:`
`159`	`159`	`#`
`@@ -222,8 +222,8 @@`
`222`	`222`	`# out = d.sum()`
`223`	`223`	`#`
`224`	`224`	# Adding a constant, as we did to compute ``d``, does not change the
`225`		-# derivative. That leaves :math:`c = 2 * b = 2 * sin(a)`, the derivative
`226`		-# of which should be :math:`2 * cos(a)`. Looking at the graph above,
	`225`	+# derivative. That leaves :math:`c = 2 * b = 2 * \sin(a)`, the derivative
	`226`	+# of which should be :math:`2 * \cos(a)`. Looking at the graph above,
`227`	`227`	`# that’s just what we see.`
`228`	`228`	`#`
`229`	`229`	`# Be aware that only leaf nodes of the computation have their gradients`