aaronchong888 / AI-Workshop-Reference

Useful technical resources to get started with Microsoft AI services

AI Workshop Reference

This repo provides some useful technical resources to help developers get started with Microsoft AI services.

Microsoft Cognitive Services

Vision

• Computer Vision

  • Quickstarts

      cURL - C# - Go - Java - JavaScript - Node.js - PHP - Python - Ruby
    

  • Code Samples

    Github
    Cognitive Services C# SDK	C#
    Cognitive Services Node.js SDK	Node.js
    Cognitive Services Python SDK	Python
    Video Frame Analysis	C#
    Video Frame Analysis - JavaScript	JavaScript

  • API Reference - v2.0

• Face

  • Quickstarts

      cURL - C# - Go - Java - JavaScript - Node.js - PHP - Python - Ruby
    

  • Code Samples

    Github
    Cognitive Services C# SDK	C#
    Cognitive Services Python SDK	Python
    Face Finder	C#
    Face API - Emotion Recognition	Node.js

  • API Reference - v1.0

• Custom Vision

  • Custom Vision Portal

    • How-to Guide - build an image classifier

  • Quickstarts

      C# - Java - Python
    

  • Code Samples

    Github
    Cognitive Services C# SDK	C#
    Cognitive Services Python SDK	Python
    Video Frame Analysis	C#
    Video Frame Analysis - JavaScript	JavaScript

  • API Reference

    • Training API
    • Prediction API

Speech

• Speech Services (Speech to Text + Text to Speech + Speech Translation)

  • Quickstarts

      cURL - C# - C++ - Java
    

  • Code Samples

    Github
    Cognitive Services Speech SDK	C++ - C# - Java - JavaScript - Node.js - Python - Objective-C
    Call Center First Contact	C#
    Speech API - Text to Speech	Node.js
    Speech API - Speech to Text	JavaScript

  • API Reference

  • Customize Speech Features

    • Custom Speech
    • Custom Voice

Language

• Text Analytics

  • Quickstarts

      C# - Go - Java - Node.js - PHP - Python - Ruby
    

  • Code Samples

    Github
    Cognitive Services Node.js SDK	Node.js
    Cognitive Services Python SDK	Python
    Call Center First Contact	C#

  • API Reference - v2.0

• Language Understanding (LUIS)

  • Quickstarts

      C# - Go - Java - Node.js - Python
    

  • Code Samples

    Github
    Language Understanding (LUIS) Samples Repository	C# - Java - Node.js - JavaScript - Python - PHP - Ruby - Go
    Cognitive Services Python SDK	Python
    LUIS Console Application	C#
    LUIS Programmatic SDK Console Application	C#

  • API Reference

    • Programmatic API - v2.0
    • Endpoint API

Knowledge

• QnA Maker

  • Quickstarts

      C# - Go - Java - Node.js - Python
    

  • Tutorial: Create a QnA Bot

      Using Bot Framework SDK v4
    

  • API Reference - v4.0

Search

• Bing News Search

  • Quickstarts

      C# - Java - Node.js - PHP - Python - Ruby
    

  • Code Samples

  • API Reference - v7.0

Azure Bot Service

• Quickstarts

    Using Bot Framework SDK v4
  

• Bot Builder Samples

    C# - JavaScript - Node.js - TypeScript
  

Azure Machine Learning

• Azure Machine Learning Studio

  • Tutorial: Create your first data science experiment

    • Deploy an Azure Machine Learning web service

  • Algorithm Choice

    • Algorithm Cheat Sheet

  • Samples

    Scenario
    Credit Risk Assessment	Link
    Customer Churn	Link
    Sentiment Analysis	Link

• Azure Machine Learning Service

  • Quickstarts

      Portal - Python
    

  • Tutorials

    Scenario
    Image Classification	Link
    Regression	Link

  • Example Notebooks

Useful Resources
Azure AI Gallery	A community-driven site for discovering and sharing solutions built with Azure AI
Machine Learning Data Sets	Data sets shared by Azure Machine Learning team to help explore machine learning
Microsoft Research Data Sets	Data sets shared by Microsoft Research for academic use

Credits

• Delon Yau - Data-Science-Workshop

Contributors

• Aaron Chong - aaronchong888