ShawnShiSS / machine-learning-applications

A collection of real-world machine learning web applications built with ML.NET, ASP.NET Core, Azure Cosmos DB, and React, which can be used as a starting point for new projects.

Machine Learning Applications

A collection of web API endpoints featuring machine learning, built with ML.NET, .NET for Apache Spark, ASP.NET Core, Azure Cosmos DB.

Goal

The goal is to provide a starting point to build new machine learning applications or features.

Please feel free to use the repo to kick start your next new application!

Give a star

⭐ If you enjoy this project, or are using this project to start your exciting new project, please give it a star. Thanks! ⭐

Getting Started - API

1. Set the API project as your Startup project in Visual Studio
2. The swagger UI page should be loaded at: https://localhost:5001/swagger/index.html

Roadmap

• Realtime Sentiment Analysis for comments and feedback (NLP, Binary Classification)

• Spike detection in stock price (Time Series Anomaly Detection using ML.NET.TimeSeries)

• Price prediction (Regression) - TODO

• Time Series forecasting - TODO

• .NET for Apache Spark integration - TODO

• More to come....

Resources

Dataset

• UC Irvine Machine Learning Repository - Sentiment Labelled Sentences Data Set
• Alpha Vantage Stock Time Series