Create a web app that uses data to make decisions on the basketball court

Module
15 Units

Beginner

Data Scientist

Developer

Student

Visual Studio Code

Azure

Azure Static Web Apps

GitHub

Use JavaScript, Azure, GitHub, and Visual Studio Code to write a web app that helps the Tune Squad coach make data-based decisions on the basketball court, inspired by SPACE JAM: A NEW LEGACY.

Learning objectives

In this module, you will begin to discover:

Python, pandas, and machine learning
Visual Studio Code notebooks for data science
Data preparation for application use
Static Web Apps in Azure
GitHub Actions for deploying web apps
CodeTour for code writing guidance
JavaScript to create functionality for your app

Tip

This module is part of a multimodal learning experience. Start the module to see how you can follow along!

Prerequisites

Visual Studio Code, with the Python extension
An Azure account
A GitHub account

Introduction min
Exercise - Set up your local environment for data science coding min
Exercise - Prepare data by adding row qualifiers min
Exercise - Create a machine learning model based on player data min
Exercise - Use machine learning and standard deviation to create fictional game data min
Exercise - Create a starter web app min
Exercise - Use CodeTour to build your web app functionality min
Exercise - Write JavaScript code to initialize the web app with data from the machine learning model min
Exercise - Add players to the bench in your web app with JavaScript min
Exercise - Add PER stats to the web app min
Exercise - Add button functionality for player buttons min
Exercise - Complete the stat-updating functionality min
Exercise - Complete the SPACE JAM: A NEW LEGACY Water Break App min
Check your knowledge min
Summary min