Update README.md

README.md

@@ -15,13 +15,13 @@ if you have git older than 2.13 run:
 git clone --recursive https://github.com/dciborow/AIArchitecturesAndPractices.git
 ```
 
-# Architectures <a name="Architectures"></a>
+# Reference Architectures <a name="Reference Architectures"></a>
 | Title                                     | Language | Environment | Design | Description                                                                       | Status                                                                                                                                                                                                                                                                                                              |
 |----------------------------------------------|-------------|-------------|-------------|-----------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
 | [Deploy Classic ML Model on Kubernetes](https://github.com/Microsoft/MLAKSDeployAML)       						   | Python | CPU  | Real-Time Scoring| Train LightGBM model locally using Azure ML, deploy on Kubernetes or IoT Edge for _real-time_ scoring                         | [![Build Status](https://dev.azure.com/AZGlobal/Azure%20Global%20CAT%20Engineering/_apis/build/status/AI%20CAT/Python-ML-RealTimeServing?branchName=master)](https://dev.azure.com/AZGlobal/Azure%20Global%20CAT%20Engineering/_build/latest?definitionId=21&branchName=master)
 | [Deploy Deep Learning Model on Kubernetes](https://github.com/Microsoft/AKSDeploymentTutorialAML)    				   | Python | Keras | Real-Time Scoring| Deploy image classification model on Kubernetes or IoT Edge for _real-time_ scoring using Azure ML             | [![Build Status](https://dev.azure.com/AZGlobal/Azure%20Global%20CAT%20Engineering/_apis/build/status/AI%20CAT/Python-Keras-RealTimeServing?branchName=master)](https://dev.azure.com/AZGlobal/Azure%20Global%20CAT%20Engineering/_build/latest?definitionId=17&branchName=master)
 
-# Practices <a name="Practices"></a>
+# Best Practices <a name="Best Practices"></a>
 | Title | Description | 
 |-------|-------------|
 |[Computer Vision](https://github.com/microsoft/computervision)| Accelerate the development of computer vision applications with examples and best practice guidelines for building computer vision systems
@@ -29,7 +29,7 @@ git clone --recursive https://github.com/dciborow/AIArchitecturesAndPractices.gi
 |[Recommenders](github.com/microsoft/recommenders)| Examples and best practices for building recommendation systems, provided as Jupyter notebooks.| 
 
 
-# Practices with Architectures <a name="Architectures"></a>
+# Best Practices with Reference Architectures <a name="Architectures"></a>
 | Title                                     | Practice | Language | Environment | Design | Description                                                                       | Status                                                                                                                                                                                                                                                                                                              |
 |-------------------------------------------|----------|----------|-------------|-------------|-----------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
 | [Building a Real-time Recommendation API](https://github.com/microsoft/recommenders/blob/master/notebooks/05_operationalize/als_movie_o16n.ipynb)       						   | Recommenders | PySpark | CPU  | Real-Time Scoring| Walks through the creation of appropriate azure resources, training a recommendation model using Azure Databricks and deploying it as an API.|