diff --git a/04_pytorch_custom_datasets.ipynb b/04_pytorch_custom_datasets.ipynb
index 8c85a585..99f00d04 100644
--- a/04_pytorch_custom_datasets.ipynb
+++ b/04_pytorch_custom_datasets.ipynb
@@ -2830,7 +2830,7 @@
     "\n",
     "And preventing overfitting and underfitting is possibly the most active area of machine learning research.\n",
     "\n",
-    "Since everone wants their models to fit better (less underfitting) but not so good they don't generalize well and perform in the real world (less overfitting).\n",
+    "Since everyone wants their models to fit better (less underfitting) but not so good they don't generalize well and perform in the real world (less overfitting).\n",
     "\n",
     "There's a fine line between overfitting and underfitting.\n",
     "\n",
@@ -3180,7 +3180,7 @@
     "\n",
     "Even though our models our performing quite poorly, we can still write code to compare them.\n",
     "\n",
-    "Let's first turn our model results in pandas DataFrames."
+    "Let's first turn our model results into pandas DataFrames."
    ]
   },
   {
@@ -3358,7 +3358,7 @@
    "source": [
     "## 11. Make a prediction on a custom image\n",
     "\n",
-    "If you've trained a model on a certain dataset, chances are you'd like to make a prediction on on your own custom data.\n",
+    "If you've trained a model on a certain dataset, chances are you'd like to make a prediction on your own custom data.\n",
     "\n",
     "In our case, since we've trained a model on pizza, steak and sushi images, how could we use our model to make a prediction on one of our own images?\n",
     "\n",