diff --git a/how-to-use-azureml/automated-machine-learning/README.md b/how-to-use-azureml/automated-machine-learning/README.md
index 63a11d198..4873adf92 100644
--- a/how-to-use-azureml/automated-machine-learning/README.md
+++ b/how-to-use-azureml/automated-machine-learning/README.md
@@ -155,7 +155,7 @@ jupyter notebook
- get the best model, use it to forecast on test data and compare the accuracy of predictions against real data
- **Forecast Orange Juice Sales (Multi-Series)**
- Dataset: [Dominick's grocery sales of orange juice](forecasting-orange-juice-sales/dominicks_OJ.csv)
- - **[Jupyter Notebook](forecasting-orange-juice-sales/dominicks_OJ.csv)**
+ - **[Jupyter Notebook](forecasting-orange-juice-sales/auto-ml-forecasting-orange-juice-sales.ipynb)**
- run experiment remotely on AML Compute cluster
- customize time-series featurization, change column purpose and override transformer hyper parameters
- evaluate locally the performance of the generated best model