diff --git a/00_pytorch_fundamentals.ipynb b/00_pytorch_fundamentals.ipynb
index 17c5d9ef..967fc896 100644
--- a/00_pytorch_fundamentals.ipynb
+++ b/00_pytorch_fundamentals.ipynb
@@ -1521,7 +1521,7 @@
     "| Operation | Calculation | Code |\n",
     "| ----- | ----- | ----- |\n",
     "| **Element-wise multiplication** | `[1*1, 2*2, 3*3]` = `[1, 4, 9]` | `tensor * tensor` |\n",
-    "| **Matrix multiplication** | `[1*1 + 2*2 + 3*3]` = `[14]` | `tensor.matmul(tensor)` |\n"
+    "| **Matrix multiplication** | `[1*1 + 2*2 + 3*3]` = `[14]` | `torch.matmul(tensor)` |\n"
    ]
   },
   {
@@ -2186,8 +2186,6 @@
     "\n",
     "But there's a fix.\n",
     "\n",
-    "You can change the datatypes of tensors using [`torch.Tensor.type(dtype=None)`](https://pytorch.org/docs/stable/generated/torch.Tensor.type.html) where the `dtype` parameter is the datatype you'd like to use.\n",
-    "\n",
     "First we'll create a tensor and check it's datatype (the default is `torch.float32`)."
    ]
   },