Use basketball stats to optimize game play with Visual Studio Code inspired by SPACE JAM: A NEW LEGACY
- Offered byMicrosoft
Use basketball stats to optimize game play with Visual Studio Code inspired by SPACE JAM: A NEW LEGACY at Microsoft Overview
Duration | 4 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Schedule type | Self paced |
Difficulty level | Beginner |
Official Website | Explore Free Course |
Credential | Certificate |
Use basketball stats to optimize game play with Visual Studio Code inspired by SPACE JAM: A NEW LEGACY at Microsoft Course details
- Predict basketball player efficiency ratings by using machine learning and Visual Studio Code
- Create a web app that uses data to make decisions on the basketball court
- Prepare to bring the basketball court into a Mixed Reality space
- Introduction to WebXR with Babylon.js
- Create a mixed reality basketball player lineup with the Mixed Reality Toolkit
- Develop skills in Visual Studio Code, Azure, GitHub, JavaScript, and Python, to gain insights into how individual moments throughout a player's history can lead to a critical game decision in the finals
- In this learning path you will: Use Python, Pandas, and Visual Studio Code to understand basketball stats
Use basketball stats to optimize game play with Visual Studio Code inspired by SPACE JAM: A NEW LEGACY at Microsoft Curriculum
Predict basketball player efficiency ratings by using machine learning and Visual Studio Code
Introduction
Exercise - Set up your local environment for data science coding
Exercise - Data cleansing part 1 - Find missing values
Exercise - Data cleansing part 2 - Drop columns and rows
Exercise - Data exploration part 1 - Check for outliers
Exercise - Data exploration part 2 - Check the distribution of the data
Exercise - Data exploration part 3 - Discover data that represents more than one population
Exercise - Data manipulation part 1 - Add qualifying player information
Exercise - Data manipulation part 2 - Impute missing values for columns
Exercise - Data manipulation part 3 - Impute missing values by using machine learning
Knowledge check
Summary
Create a web app that uses data to make decisions on the basketball court
Introduction
Exercise - Set up your local environment for data science coding
Exercise - Prepare data by adding row qualifiers
Exercise - Create a machine learning model based on player data
Exercise - Use machine learning and standard deviation to create fictional game data
Exercise - Create a starter web app
Exercise - Use CodeTour to build your web app functionality
Exercise - Write JavaScript code to initialize the web app with data from the machine learning model
Exercise - Add players to the bench in your web app with JavaScript
Exercise - Add PER stats to the web app
Exercise - Add button functionality for player buttons
Exercise - Complete the stat-updating functionality
Exercise - Complete the SPACE JAM: A NEW LEGACY Water Break App
Check your knowledge
Summary
Prepare to bring the basketball court into a Mixed Reality space
Introduction to Mixed Reality for sports fans
A Mixed Reality experience for sports fans
A brief introduction to the tools of Mixed Reality
A brief comparison of Babylon.js and the Mixed Reality Toolkit
Exercise - Prepare JSON data for Mixed Reality experiences
Knowledge check
Summary of Mixed Reality for sports fans
Introduction to WebXR with Babylon.js
Introduction to Babylon.js as a sports fan
Mixed Reality frameworks
Set up your development environment
Get started with Babylon.js
Work with built-in meshes and procedural textures
Create a custom XR environment with TypeScript
Create character icons within the XR environment
Make XR image icons interactable by using buttons
Initialize your custom environment in your XR experience
Knowledge check
Summary
Create a mixed reality basketball player lineup with the Mixed Reality Toolkit
Introduction
Set up the Unity project
Configure Unity for Windows Mixed Reality development
Create buttons with Unity cubes and MRTK scripts
Elevate cubes to buttons with MRTK scripts
Create the player stats card
Add UI to the player stats card
Configure button press events
Add players to the scene
Knowledge check
Summary