diff --git a/module3/module3/index.html b/module3/module3/index.html
index 278f5534..28b172d6 100644
--- a/module3/module3/index.html
+++ b/module3/module3/index.html
@@ -1380,7 +1380,7 @@ <h2 id="task-31-parallelization">Task 3.1: Parallelization</h2>
 <p>This task requires basic familiarity with Numba <code>prange</code>.</p>
 <p>Be sure to very carefully read the section on
 parallelism,
-<a href="https://numba.pydata.org/numba-doc/latest/user/parallel.html">Numba</a>.</p>
+<a href="https://numba.readthedocs.io/en/stable/user/parallel.html">Numba</a>.</p>
 </div>
 <p>The main backend for our codebase are the three functions <code>map</code>,
 <code>zip</code>, and <code>reduce</code>. If we can speed up these three, everything we
@@ -1935,4 +1935,4 @@ <h4 id="minitorch.cuda_ops._tensor_matrix_multiply" class="doc doc-heading">
       
     
   </body>
-</html>
\ No newline at end of file
+</html>
diff --git a/module4/module4/index.html b/module4/module4/index.html
index c531d711..8e8f7f27 100644
--- a/module4/module4/index.html
+++ b/module4/module4/index.html
@@ -1366,7 +1366,7 @@ <h1 id="networks">Networks</h1>
 recognition system. We will do this by build the infrastructure for a
 version of LeNet on MNIST: a classic convolutional neural network (CNN)
 for digit recognition, and for a 1D conv for NLP sentiment classification.</p>
-<p>You need the files from previous assignments, so maker sure to pull
+<p>You need the files from previous assignments, so make sure to pull
 them over to your new repo. We recommend you to get familiar with
 tensor.py, since you might find some of those functions useful for
 implementing this Module.</p>
@@ -1632,4 +1632,4 @@ <h2 id="task-45-training-an-image-classifier">Task 4.5: Training an Image Classi
       
     
   </body>
-</html>
\ No newline at end of file
+</html>