From 0d26c9986a14c937d5b1b090216d095cd7eb8135 Mon Sep 17 00:00:00 2001
From: Roope Astala <rastala@users.noreply.github.com>
Date: Wed, 30 Jan 2019 14:25:17 -0500
Subject: [PATCH] update tutorials README

---
 tutorials/README.md | 17 +++++++++++++----
 1 file changed, 13 insertions(+), 4 deletions(-)

diff --git a/tutorials/README.md b/tutorials/README.md
index 2df1117f..4eb94fb1 100644
--- a/tutorials/README.md
+++ b/tutorials/README.md
@@ -1,11 +1,20 @@
 ## Azure Machine Learning service Tutorial
 
-Complete these tutorials to learn how to train and deploy models using Azure Machine Learning services and Python SDK. These Notebooks accompany the [tutorial articles starting here]([https://docs.microsoft.com/en-us/azure/machine-learning/service/tutorial-train-models-with-aml]).
+Complete these tutorials to learn how to train and deploy models using Azure Machine Learning services and Python SDK. These Notebooks accompany the
+two sets of tutorial articles for:
+
+ * [Image classification using MNIST dataset](https://docs.microsoft.com/en-us/azure/machine-learning/service/tutorial-train-models-with-aml)
+ * [Regression using NYC Taxi dataset](https://docs.microsoft.com/en-us/azure/machine-learning/service/tutorial-data-prep)
 
 As a pre-requisite, run the [configuration Notebook](../configuration.ipynb) notebook first to set up your Azure ML Workspace. Then, run the notebooks in following recommended order.
 
- * [Tutorial #1](img-classification-part1-training.ipynb): Train an image classification model with Azure Machine Learning
- * [Tutorial #2](img-classification-part2-deploy.ipynb):  Deploy an image classification model from first tutorial in Azure Container Instance (ACI)
- * [Tutorial #3](regression-part1-data-prep.ipynb): Use data preparation.
+### Image classification
+
+ * [Part 1](img-classification-part1-training.ipynb): Train an image classification model with Azure Machine Learning.
+ * [Part 2](img-classification-part2-deploy.ipynb): Deploy an image classification model from first tutorial in Azure Container Instance (ACI).
+
+ ### Regression
+ * [Part 1](regression-part1-data-prep.ipynb): Prepare the data using Azure Machine Learning Data Prep SDK. 
+ * [Part 2](regression-part1-automated-ml.ipynb): Train a model using Automated Machine Learning.
 
  Also find quickstarts and how-tos on the [official documentation site for Azure Machine Learning service](https://docs.microsoft.com/en-us/azure/machine-learning/service/).