diff --git a/colabs/intro/Intro_to_Weights_&_Biases.ipynb b/colabs/intro/Intro_to_Weights_&_Biases.ipynb
index 0536c27c..c9018404 100644
--- a/colabs/intro/Intro_to_Weights_&_Biases.ipynb
+++ b/colabs/intro/Intro_to_Weights_&_Biases.ipynb
@@ -144,9 +144,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Now that we know how to integrate W&B into a psuedo machine learning training loop, let's track a machine learning experiment using a basic PyTorch neural network. The following code will also upload model checkpoints to W&B that you can then share with other teams in in your organization.\n",
+    "Now that we know how to integrate W&B into a pseudo machine learning training loop, let's track a machine learning experiment using a basic PyTorch neural network. The following code will also upload model checkpoints to W&B that you can then share with other teams in in your organization.\n",
     "\n",
-    "##  Track a machine learning experiment using Pytorch\n",
+    "##  Track a machine learning experiment using PyTorch\n",
     "\n",
     "The following code cell defines and trains a simple MNIST classifier. During training, you will see W&B prints out URLs. Click on the project page link to see your results stream in live to a W&B project.\n",
     "\n",
@@ -224,7 +224,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Create a teble to compare the predicted values versus the true value\n",
+    "### Create a table to compare the predicted values versus the true value\n",
     "\n",
     "The following cell is unique to W&B, so let's go over it.\n",
     "\n",