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AI and Machine Learning

This folder contains hands-on labs introducing some of the tools available in Azure and in Azure Cognitive Services for building intelligent bots and applications backed by AI and machine learning. Learn how to build machine-learning models with Azure Machine Learning Studio and connect to them from client apps, build neural networks with the Microsoft Cognitive Toolkit, train deep neural networks to recognize objects in images with the Custom Vision Service, and more.

Lab Scenario Technology/Language Cost
Azure Bot Service Find this lab on Microsoft Learn here.
Build an intelligent chat bot using JavaScript and Node.js, deploy it to Azure, and converse with it using Skype.
Azure Bot Service
Microsoft QnA Maker
JavaScript
$$
Azure Machine Learning Build a machine-learning model that recognizes handwritten digits. Then deploy it as a Web service and build a client app that connects to it and identifies the digits that you draw. Azure Machine Learning Studio
JavaScript or C#
$$
Azure Notebooks Create a Jupyter notebook to analyze climate data and use popular libraries such as scikit-learn, NumPy, and Seaborn to extract information from the data and create visualizations. Azure Notebooks
scikit-learn
Python
free
Cognitive Toolkit Use the MNIST database to train a neural network built with the Microsoft Cognitive Toolkit to recognize handwritten digits. Microsoft Cognitive Toolkit
Python
free
Custom Vision Service Find this lab on Microsoft Learn here.
Train a neural network to recognize famous paintings. Then build a Node.js app that uses the network to identify the artists of paintings that you upload.
Custom Vision Service
JavaScript
free
Keras Build a neural network and train it to analyze text for sentiment. Azure Notebooks
Keras
Python
free
LUIS Build a language-understanding model with the Microsoft Language Understanding Intelligent Service (LUIS). Then deploy a bot that uses the model to respond to commands such as "Get the latest news about Microsoft." Microsoft LUIS
JavaScript
free
TensorFlow Build a deep neural network that identifies images containing hot dogs, and build a Python app that uses it. Data Science VM
TensorFlow
Python
$$
Video Indexer Index a collection of videos and extract insights such as people in the videos, topics discussed in the videos, and video transcripts. Then deploy a Node.js app that makes video content searchable. Video Indexer
JavaScript
free
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