Surfndez / workshop-library

A library of workshops written by and for Microsoft Learn Student Ambassadors and Cloud Advocates and their local communities

Home Page:https://microsoft.github.io/workshop-library/

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Workshop Instructional Materials

Welcome to the Next Generation Team's Workshop Library, built by Cloud Advocates and their colleagues in partnership with Microsoft Student Ambassadors. In this repo, you'll find grab-and-go resources to help you host your own workshop.

✨✨✨✨✨✨ What's a 'grab-and-go' workshop? It's something you can 'check out' of this library and CUSTOMIZE IT to your community's needs, interest, and language. You can deliver these workshops verbatim, or totally rearrange them and their assets to suit your needs! ✨✨✨✨✨✨

Workshop Library overview

🎥 Click the image above to learn how to deliver a workshop from this library

Prepared Workshops

🏎 indicates short workshops

1️⃣, 2️⃣, 3️⃣ indicate beginner, intermediate, and advanced level workshops

AI/ML Workshops | Data Workshops | Web/App Development Workshops

AI/ML Workshops

Level Workshop Title Author(s) Duration What you will learn Train-the-Trainer Video Technologies taught, paired Microsoft Learn modules
1️⃣ A gentle introduction to AI on Azure Carlotta Castelluccio, Amy Boyd 1 hour What is generative AI, how it works and how you can use generative AI models on Azure 🎥 Generative AI, Azure AI platform, Azure OpenAI service, Introduction to Azure OpenAI Service
2️⃣ Build a Machine Learning Model using Custom Vision Christopher Harrison 1 hour Use images to train a model to be able to perform inference to classify images 🎥 Python, Visual Studio Code, Git, Object detection with Custom Vision, Creating custom models with TensorFlow
2️⃣ Build an AI web app by using Python and Flask Christopher Harrison 1 hour How to use Azure Cognitive Services for text translation in a web app build with Python using Flask as a framework 🎥 Azure Cognitive Services, Build an AI web app by using Python and Flask
2️⃣ Create a Regression Model with Azure Machine Learning designer Dmitry Soshnikov 1 hour Train and deploy machine learning model for predicting car prices using low code/no code Azure ML Designer Create a Regression Model with Azure Machine Learning designer
3️⃣ Use TensorFlow and Keras for Natural Language Processing Alfredo Deza 1 hour How to process text to generate new text using TensorFlow and Keras running in Jupyter Notebooks 🎥 Keras, Python, Jupyter, Introduction to NLP with TensorFlow
2️⃣ Integrating Custom Vision with Power Apps for Diabetic Retinopathy Detection Jingyi Zhu, Sanya Sinha 1 hour Use Custom Vision and a Power App to create an image classification solution to detect diabetic retinopathy 🎥 Power Apps, Custom Vision
3️⃣ Deep Learning for Computer Vision Dmitry Soshnikov 1-1.5 hours How to use neural networks to classify images of different breeds of cats and dogs 🎥 Python, Introduction to Computer Vision with PyTorch, Introduction to Computer Vision with TensorFlow

Data Workshops

Level Workshop Title Author(s) Duration What you will learn Train-the-Trainer Video Technologies taught, paired Microsoft Learn modules
1️⃣ Intro to Jupyter Notebooks Jen Looper 🏎 20 minutes How to build and run Jupyter Notebooks in VS Code 🎥 VS Code, the Python VS Code extension, Get started with Jupyter notebooks for Python
1️⃣ Explore and Analyze Data with R Carlotta Castelluccio and Eric Wanjau 2 hours Clean and explore data with R 🎥 data, R, Tidyverse, Explore and analyze data with R
2️⃣ Predict Future Water Consumption with ML.NET Carlotta Castelluccio and Katie Savage 45 minutes Learn to make predictions from a historical dataset using regression modelling and machine learning with ML.NET 🎥 VS Code, .NET, Polyglot notebooks extension, or Codespaces
2️⃣ Read and Write Data using Azure DataBricks Alfredo Deza 1 hour Read and write data to an Azure Databricks cluster using notebooks and ready-to-use datasets. 🎥 Read and write data in Azure Databricks
2️⃣ COVID Paper Exploration Workshop Dmitry Soshnikov 1-1.5 hours How to use Azure Text Analytics Cognitive Service, How to process tabular data in Python using Pandas and visualize them using different visualization techniques 🎥 Python, Pandas, Azure Cognitive Services
2️⃣ Clean and Prepare Data using Python Ornella Altunyan 1 hour Use Python and popular libraries like NumPy and pandas to manipulate and clean data to prepare it for analysis. 🎥 VS Code, the Python VS Code extension, Manipulate and clean data in Python
2️⃣ Introduction to Regression Models with R and Tidymodels Carlotta Castelluccio and Eric Wanjau 1.5-2 hours Using R, learn about Regression Models with Tidymodels 🎥 Regression, Tidymodels, Tidyverse, R, Introduction to regression models by using R and tidymodels
2️⃣ Introduction to Classification Models with R and Tidymodels Carlotta Castelluccio and Eric Wanjau 1.5-2 hours Using R, learn about Classification Models with Tidymodels 🎥 Classification, Tidymodels, Tidyverse, R, Introduction to classification models by using R and tidymodels
2️⃣ Introduction to Clustering Models with R and Tidymodels Carlotta Castelluccio and Eric Wanjau 1.5-2 hours Using R, learn about Clustering Models with Tidymodels 🎥 Clustering, Tidymodels, Tidyverse, R, Introduction to clustering models by using R and tidymodels

Web Development / App Development Workshops

Level Workshop Title Author(s) Duration What you will learn Train-the-Trainer Video Technologies taught, paired Microsoft Learn modules
1️⃣ Intro to GitHub using GitHub.dev Jen Looper 🏎 15 minutes Perform common source control tasks in the browser using GitHub.dev 🎥 GitHub basics, Introduction to GitHub
1️⃣ Explore the art world by using RESTful APIs Jen Looper 🏎 20 minutes How to query APIs using various authentication strategies 🎥 RESTful APIs
1️⃣ Intro to Static Web Apps Chris Noring 🏎 20 minutes How to build and deploy a static web app 🎥 JavaScript, VS Code, the Static Web App VS Code extension, Azure Static Web Apps
1️⃣ Build a Website to Showcase your Resume Ornella Altunyan 1 hour Basics of HTML and CSS to showcase your skills in an online resume 🎥 HTML, CSS, GitHub Pages, Web development
1️⃣ Build an App without Using any Code with Microsoft Power Platform Haimantika Mitra 1 hour Build a no-code App using Power Platform 🎥 Power Apps, Power Platform, Canvas apps
1️⃣ Getting Started with Development Containers in VS Code Ornella Altunyan 1 hour How to leverage development containers in Visual Studio Code to collaborate across machines and development environments. 🎥 Git, Use a Docker container as a development environment with Visual Studio Code
1️⃣ JavaScript Portfolio Site with GitHub Codespaces Sara Gibbons 35 minutes Customize your Codespaces environment to customize and deploy your own portfolio website Codespaces, JavaScript, HTML, CSS
2️⃣ Build your Resume Website with .NET Matt Soucoup and Katie Savage 1 hour Create and customize your own Resume Website using Microsoft's .NET Blazor 🎥 .NET, Blazor, Azure
2️⃣ Track your Water Consumption with .NET IoT Krzysztof Wicher and Katie Savage 1 hour Create an IoT project that will track your water consumption using weight sensors and an accelerometer 🎥 .NET, IoT, Azure
2️⃣ Build a Mobile App to Track Water Consumption Someleze Diko and Katie Savage 1 hour Create a mobile app with .NET MAUI to track your water consumption. 🎥 .NET MAUI
2️⃣ Python HTTP API for use with GitHub Codespaces Alfredo Deza 35 minutes Customize your Codespaces environment and get hands-on with a Python web app that serves an HTTP API using the FastAPI framework. 🎥 Codespaces, Python, Azure
2️⃣ Build a Minimal API with .NET 6 Katie Savage 1 hour Build your first web API by building a Todo list. 🎥 .NET 6, SQLite, Build a web API with minimal API, ASP.NET Core, and .NET 6
2️⃣ Build an API for Water Consumption Tracking Chris Noring and Katie Savage 1 hour Build an API to serve data related to your water consumption. 🎥 .NET SDK, Visual Studio Code, Azure Tools
2️⃣ Get Started with React Christopher Harrison 1 hour Learn how to create React components, add style, and use JSX. 🎥 VS Code, Node, Git, Getting started with React
2️⃣ Create Serverless Logic with Azure Functions Ornella Altunyan 45 mins How to identify if an Azure function is right for your development needs, and how to create and use functions from the Azure portal 🎥 JavaScript or PowerShell, Create serverless logic with Azure Functions
2️⃣ Get Started with Django Christopher Harrison 1-1.5 hours Build a web app with Django 🎥 Python, Get started with Django
2️⃣ Build a Mood Journal Progressive Web App Beth Pan 1.5 hours Build a Mood Journal for Mental Health as a Progressively-Enhanced Web app 🎥 JavaScript
2️⃣ Build an API with Data API Builder for your Static Web Apps Julia Muiruri 1 hour Smart Shopping Planner is a React project, that uses an Azure SQL database and uses Data API Builder to provide REST endpoints to connect to the database. 🎥 JavaScript, Data API Builder (Static Web Apps database connections)
1️⃣ Introduction to Git, GitHub, and Version Control John Aziz 1 hour Fundamentals of Version Control, Setting Up Git, Working with Local Repositories, Working with GitHub 🎥 Introduction to version control with Git, Microsoft Learn for GitHub

Resources on how to teach and mentor effectively


Use the Cheat Sheet to organize your workshop delivery

Slides on how to mentor from Front-End Foxes School

LinkedIn Learning Course on how to develop curriculum

LinkedIn Learning Course on how to present technical topics with stories

These workshops were created using our template

About

A library of workshops written by and for Microsoft Learn Student Ambassadors and Cloud Advocates and their local communities

https://microsoft.github.io/workshop-library/

License:MIT License


Languages

Language:Jupyter Notebook 99.8%Language:TypeScript 0.1%Language:R 0.0%Language:C# 0.0%Language:HTML 0.0%Language:Shell 0.0%Language:JavaScript 0.0%Language:CSS 0.0%Language:Python 0.0%Language:Dockerfile 0.0%