alapinsk / Operationalizing-Machine-Learning-using-R-and-SQL-Server

Operationalizing Machine Learning using R and SQL Server

Operationalizing Machine Learning using R and SQL Server

Tested on SQL Server 2017, Visual Studio 2017, .NET Core 2.0

Solution

• R Project - forecasting
• SQL Server - database definition
• RESTapi - API project
• Python - plotly

Step by step

1. Deploy database using publish feature in Visual Studio 2017 to your localhost
2. Deploy stored procedure from R project to your SQL Server database
3. Start IIS Express server (execute RESTapi project)
4. Use JSON result from within Python to generate plotly time series plot

Result

Plotly

REST API (postman)