diff --git a/beginners-tutorials/tutorial-3-matrices/index.markdown b/beginners-tutorials/tutorial-3-matrices/index.markdown
index fb7e944f..95d8f5ef 100644
--- a/beginners-tutorials/tutorial-3-matrices/index.markdown
+++ b/beginners-tutorials/tutorial-3-matrices/index.markdown
@@ -51,7 +51,7 @@ In 3D graphics we will mostly use 4x4 matrices. They will allow us to transform
 
 This isn't as scary as it looks. Put your left finger on the a, and your right finger on the x. This is _ax_. Move your left finger to the next number (b), and your right finger to the next number (y). You've got _by_. Once again: _cz_. Once again: _dw_. ax + by + cz + dw. You've got your new x! Do the same for each line, and you'll get your new (x,y,z,w) vector.
 
-Now this is quite boring to compute, an we will do this often, so let's ask the computer to do it instead.
+Now this is quite boring to compute, and we will do this often, so let's ask the computer to do it instead.
 
 **In C++, with GLM:**
 
@@ -68,7 +68,7 @@ glm::vec4 transformedVector = myMatrix * myVector; // Again, in this order! This
 mat4 myMatrix;
 vec4 myVector;
 // fill myMatrix and myVector somehow
-vec4 transformedVector = myMatrix * myVector; // Yeah, it's pretty much the same than GLM
+vec4 transformedVector = myMatrix * myVector; // Yeah, it's pretty much the same as GLM
 ```
 {: .highlightglslvs }
 
@@ -94,7 +94,7 @@ Let's now see what happens to a vector that represents a direction towards the -
 
 ![]({{site.baseurl}}/assets/images/tuto-3-matrix/translationExampleDirection1.png)
 
-...ie our original (0,0,-1,0) direction, which is great because, as I said ealier, moving a direction does not make sense.
+...i.e. our original (0,0,-1,0) direction, which is great because, as I said ealier, moving a direction does not make sense.
 
 So, how does this translate to code?
 
@@ -152,7 +152,7 @@ glm::mat4 myScalingMatrix = glm::scale(glm::mat4(1), glm::vec3(2,2,2));
 
 ## Rotation matrices
 
-These are quite complicated. I'll skip the details here, as it's not important to know their exact layout for everyday use. For more information, please have a look to the [Matrices and Quaternions FAQ]({{site.baseurl}}/assets/faq_quaternions/index.html) (popular resource, probably available in your language as well). You can also have a look at the [Rotations tutorials]({{site.baseurl}}/intermediate-tutorials/tutorial-17-quaternions)
+These are quite complicated. I'll skip the details here, as it's not important to know their exact layout for everyday use. For more information, please have a look to the [Matrices and Quaternions FAQ]({{site.baseurl}}/assets/faq_quaternions/index.html) (popular resource, probably available in your language as well). You can also have a look at the [Rotations tutorials]({{site.baseurl}}/intermediate-tutorials/tutorial-17-quaternions).
 
 **In C++:**
 
@@ -342,7 +342,7 @@ transformed_vertex = MVP * in_vertex;
   ``` cpp
   // Projection matrix: 45° Field of View, 4:3 ratio, display range: 0.1 unit <-> 100 units
   glm::mat4 Projection = glm::perspective(glm::radians(45.0f), (float) width / (float)height, 0.1f, 100.0f);
-  
+
   // Or, for an ortho camera:
   //glm::mat4 Projection = glm::ortho(-10.0f,10.0f,-10.0f,10.0f,0.0f,100.0f); // In world coordinates
 
@@ -352,7 +352,7 @@ transformed_vertex = MVP * in_vertex;
       glm::vec3(0,0,0), // and looks at the origin
       glm::vec3(0,1,0)  // Head is up (set to 0,-1,0 to look upside-down)
       );
-  
+
   // Model matrix: an identity matrix (model will be at the origin)
   glm::mat4 Model = glm::mat4(1.0f);
   // Our ModelViewProjection: multiplication of our 3 matrices