diff --git a/README.md b/README.md
index 358dcc69..e585113e 100644
--- a/README.md
+++ b/README.md
@@ -2,11 +2,12 @@
 
 Document generation status: [![example workflow](https://github.com/NVIDIA-AI-IOT/jetson-generative-ai-playground/actions/workflows/ci.yml/badge.svg)](https://github.com/NVIDIA-AI-IOT/jetson-generative-ai-playground/actions)
 
-# About this repo
+## About this repo
 
 This repo is to host a tutorial documentation site for running generative AI models on NVIDIA Jetson devices.
 
 The auto generated documentation is hosted on the following, using their CI/CD feature to automatically generate/update the HTML documentation site upon new commit:
+
   - [GitHub Pages site](https://nvidia-ai-iot.github.io/jetson-generative-ai-playground)
 
 ## How to use this repo locally
@@ -41,4 +42,3 @@ livereload ./site_postprocessed
 
 > If you get "docker: Got permission denied while trying to connect to the Docker daemon socket at ..." error, 
 > issue `sudo usermod -aG docker $USER; newgrp docker` to get around with the issue.
-
diff --git a/docs/vit/tutorial_tam.md b/docs/vit/tutorial_tam.md
index 5d8c7f0f..3a9ad1fc 100644
--- a/docs/vit/tutorial_tam.md
+++ b/docs/vit/tutorial_tam.md
@@ -1,6 +1,6 @@
-# Tutorial - SAM (Segment Anything)
+# Tutorial - TAM (Track Anything)
 
-Let's run [`TAM`](https://github.com/gaomingqi/Track-Anything) to perform Segment Anything on videos on NVIDIA Jetson.
+Let's run [`TAM`](https://github.com/gaomingqi/Track-Anything) to perform Track Anything on videos on NVIDIA Jetson.
 
 ![](../images/TAM_screenshot_cat.png)
 
@@ -22,16 +22,16 @@ Let's run [`TAM`](https://github.com/gaomingqi/Track-Anything) to perform Segmen
 
     4. Clone and setup [`jetson-containers`](https://github.com/dusty-nv/jetson-containers/blob/master/docs/setup.md){:target="_blank"}:
     
-		```bash
-		git clone https://github.com/dusty-nv/jetson-containers
-		bash jetson-containers/install.sh
-		``` 
+    ```bash
+    git clone https://github.com/dusty-nv/jetson-containers
+    bash jetson-containers/install.sh
+    ``` 
 
 ## How to start
 
 Use the `jetson-containers run` and `autotag` commands to automatically pull or build a compatible container image.
 
-```
+```bash
 jetson-containers run $(autotag tam)
 ```
 
@@ -59,7 +59,7 @@ Check out the [official tutorial](https://github.com/gaomingqi/Track-Anything/bl
 
 You may find the TAM app fails to download a checkpoint file `E2FGVI-HQ-CVPR22.pth`.
 
-```
+```console
 Downloading checkpoints from Google Drive... tips: If you cannot see the progress bar, please try to download it manuall               and put it in the checkpointes directory. E2FGVI-HQ-CVPR22.pth: https://github.com/MCG-NKU/E2FGVI(E2FGVI-HQ model)
 Access denied with the following error:
 
@@ -74,7 +74,7 @@ You may still be able to access the file from the browser:
 
 You can manually download the checkpoint file on your Docker host machine.
 
-```
+```bash
 cd jetson-containers/
 pip install gdown
 source ~/.profile
@@ -84,6 +84,6 @@ mv E2FGVI-HQ-CVPR22.pth ./data/models/tam/
 
 And you can try running the TAM container.
 
-```
+```bash
 jetson-containers run $(autotag tam)
-```
\ No newline at end of file
+```