diff --git a/README.md b/README.md
index 49fcf96..c00d17b 100755
--- a/README.md
+++ b/README.md
@@ -47,9 +47,9 @@ $ pip install -U -r requirements.txt
## Tutorials
+*
* [Train Custom Data](https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data)
-* [Google Colab Notebook](https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb) with training, testing and testing examples
-* [GCP Quickstart](https://github.com/ultralytics/yolov5/wiki/GCP-Quickstart)
+* [Google Cloud Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/GCP-Quickstart)
* [Docker Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/Docker-Quickstart)
@@ -97,10 +97,8 @@ $ python train.py --data coco.yaml --cfg yolov5s.yaml --weights '' --batch-size
To access an up-to-date working environment (with all dependencies including CUDA/CUDNN, Python and PyTorch preinstalled), consider a:
- **GCP** Deep Learning VM with $300 free credit offer: See our [GCP Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/GCP-Quickstart)
-- **Google Colab Notebook** with 12 hours of free GPU time: [Google Colab Notebook](https://colab.sandbox.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb)
-- **Docker Image** from https://hub.docker.com/r/ultralytics/yolov5. See [Docker Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/Docker-Quickstart)
-
-
+- **Google Colab Notebook** with 12 hours of free GPU time.
+- **Docker Image** https://hub.docker.com/r/ultralytics/yolov5. See [Docker Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/Docker-Quickstart)
## Citation
[](https://zenodo.org/badge/latestdoi/146165888)