diff --git a/mlir/docs/Tutorials/Toy/Ch-3.md b/mlir/docs/Tutorials/Toy/Ch-3.md
--- a/mlir/docs/Tutorials/Toy/Ch-3.md
+++ b/mlir/docs/Tutorials/Toy/Ch-3.md
@@ -25,7 +25,7 @@
 ## Optimize Transpose using C++ style pattern-match and rewrite
 
 Let's start with a simple pattern and try to eliminate a sequence of two
-transpose that cancel out: `transpose(transpose(X)) -> X`. Here is the
+transposes that cancel out: `transpose(transpose(X)) -> X`. Here is the
 corresponding Toy example:
 
 ```toy
@@ -70,7 +70,7 @@
 }
 ```
 
-For a simple C++ approach to rewrite involving matching a tree-like pattern in
+For a simple C++ approach to rewrite, involving matching a tree-like pattern in
 the IR and replacing it with a different set of operations, we can plug into the
 MLIR `Canonicalizer` pass by implementing a `RewritePattern`: