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4 changes: 2 additions & 2 deletions module3/module3/index.html
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Expand Up @@ -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>
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<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
Expand Down Expand Up @@ -1935,4 +1935,4 @@ <h4 id="minitorch.cuda_ops._tensor_matrix_multiply" class="doc doc-heading">


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4 changes: 2 additions & 2 deletions module4/module4/index.html
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Expand Up @@ -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>
Expand Down Expand Up @@ -1632,4 +1632,4 @@ <h2 id="task-45-training-an-image-classifier">Task 4.5: Training an Image Classi


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