diff --git a/Part2.ipynb b/Part2.ipynb
index 6ddb175..aa75a5a 100644
--- a/Part2.ipynb
+++ b/Part2.ipynb
@@ -26,7 +26,7 @@
    "source": [
     "## PyTorch\n",
     "\n",
-    "[PyTorch](https://pytorch.org) is a flexible scientific computing package targetted towards gradient-based deep learning. Its low-level API closely follows [NumPy](http://www.numpy.org/). However, there are a several key additions:\n",
+    "[PyTorch](https://pytorch.org) is a flexible scientific computing package targeted towards gradient-based deep learning. Its low-level API closely follows [NumPy](http://www.numpy.org/). However, there are several key additions:\n",
     "\n",
     "-  GPU support!\n",
     "-  Automatic differentiation!\n",
@@ -34,7 +34,7 @@
     "-  Data loading!\n",
     "-  And other generally useful goodies.\n",
     "\n",
-    "If you don't have GPU enabled hardward, don't worry. Like NumPy, PyTorch runs pre-compiled, highly efficient C code to handle all intensive backend functions.\n",
+    "If you don't have GPU enabled hardware, don't worry. Like NumPy, PyTorch runs pre-compiled, highly efficient C code to handle all intensive backend functions.\n",
     "\n",
     "Go to pytorch.org to download the correct package for your computing environment."
    ]