diff --git a/README.md b/README.md
index 9e47c567..9da58e5a 100755
--- a/README.md
+++ b/README.md
@@ -32,10 +32,10 @@ $ pip install -U -r requirements.txt
## Tutorials
-*
-* [Train Custom Data](https://github.com/ultralytics/yolov3/wiki/Train-Custom-Data) < highly recommended!!
+* [Notebook](https://github.com/ultralytics/yolov3/blob/master/tutorial.ipynb)
+* [Train Custom Data](https://github.com/ultralytics/yolov3/wiki/Train-Custom-Data) << highly recommended
* [GCP Quickstart](https://github.com/ultralytics/yolov3/wiki/GCP-Quickstart)
-* [Docker Quickstart Guide](https://github.com/ultralytics/yolov3/wiki/Docker-Quickstart)
+* [Docker Quickstart Guide](https://github.com/ultralytics/yolov3/wiki/Docker-Quickstart) ![Docker Pulls](https://img.shields.io/docker/pulls/ultralytics/yolov3?logo=docker)
* [A TensorRT Implementation of YOLOv3 and YOLOv4](https://github.com/wang-xinyu/tensorrtx/tree/master/yolov3-spp)