diff --git a/tutorial.ipynb b/tutorial.ipynb
index d0afb6a..0b85c8b 100644
--- a/tutorial.ipynb
+++ b/tutorial.ipynb
@@ -896,13 +896,26 @@
         "id": "bOy5KI2ncnWd"
       },
       "source": [
-        "# Start tensorboard (optional)\n",
+        "# Tensorboard (optional)\n",
         "%load_ext tensorboard\n",
         "%tensorboard --logdir runs"
       ],
       "execution_count": null,
       "outputs": []
     },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "2fLAV42oNb7M"
+      },
+      "source": [
+        "# Weights & Biases (optional)\n",
+        "%pip install -q wandb  \n",
+        "!wandb login  # use 'wandb disabled' or 'wandb enabled' to disable or enable"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
     {
       "cell_type": "code",
       "metadata": {
@@ -1013,12 +1026,9 @@
       "source": [
         "## Weights & Biases Logging 🌟 NEW\n",
         "\n",
-        "[Weights & Biases](https://www.wandb.com/) (W&B) is now integrated with YOLOv5 for real-time visualization and cloud logging of training runs. This allows for better run comparison and introspection, as well improved visibility and collaboration for teams. To enable W&B logging install `wandb`, and then train normally (you will be guided through setup on first use).\n",
-        "```bash\n",
-        "$ pip install wandb\n",
-        "```\n",
+        "[Weights & Biases](https://www.wandb.com/) (W&B) is now integrated with YOLOv5 for real-time visualization and cloud logging of training runs. This allows for better run comparison and introspection, as well improved visibility and collaboration for teams. To enable W&B `pip install wandb`, and then train normally (you will be guided through setup on first use). \n",
         "\n",
-        "During training you will see live updates at [https://www.wandb.com/](https://www.wandb.com/), and you can create and share detailed [Reports](https://wandb.ai/glenn-jocher/yolov5_tutorial/reports/YOLOv5-COCO128-Tutorial-Results--VmlldzozMDI5OTY) of your results. For more information see the [YOLOv5 Weights & Biases Tutorial](https://github.com/ultralytics/yolov5/issues/1289). \n",
+        "During training you will see live updates at [https://wandb.ai/home](https://wandb.ai/home), and you can create and share detailed [Reports](https://wandb.ai/glenn-jocher/yolov5_tutorial/reports/YOLOv5-COCO128-Tutorial-Results--VmlldzozMDI5OTY) of your results. For more information see the [YOLOv5 Weights & Biases Tutorial](https://github.com/ultralytics/yolov5/issues/1289). \n",
         "\n",
         "<img src=\"https://user-images.githubusercontent.com/26833433/98184457-bd3da580-1f0a-11eb-8461-95d908a71893.jpg\" width=\"800\">"
       ]