Adding Reco Ref Arch
@@ -28,6 +28,13 @@ git clone --recursive https://github.com/dciborow/AIArchitecturesAndPractices.gi
|[Naturel Language Processing](https://github.com/microsoft/nlp)|State-of-the-art methods and common scenarios that are popular among researchers and practitioners working on problems involving text and language.|
|[Recommenders](github.com/microsoft/recommenders)| Examples and best practices for building recommendation systems, provided as Jupyter notebooks.|
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+# Practices with 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.|
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## Recommend a Scenario
If there is a particular scenario you are interested in seeing a tutorial for please fill in a [scenario suggestion](https://github.com/Microsoft/AIReferenceArchitectures/issues/new?assignees=&labels=&template=scenario_request.md&title=%5BSCENARIO%5D)
