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team
5, 10 or 20 seats+ for your team - learn more
Look inside
In this liveProject, you’ll set up and tune a TensorFlow.js PoseNet model in a React web app. PoseNet allows real-time human pose estimation in your browser, all through the magic of TensorFlow.js. You’ll enable a WebGL backend, set up a system where PoseNet can utilize a webcam stream for its data input, and establish a canvas that can draw on top of an estimated pose.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
book resources
When you start your liveProject, you get full access to the following books for 90 days.
prerequisites
This liveProject is for both web developers and machine learning engineers. Web developers experienced with JavaScript will learn how to integrate TensorFlow into their applications, while ML engineers will be interested in developing their skills for user interfaces.TOOLS
- Basics of JavaScript
- Basics of HTML
- Basics of Node.js, NPM, and Yarn
- Basics of React
- Basics of TensorFlow.js
- Visual Studio Code
- Basics of machine learning
- Basics of web development with HTML/JavaScript
you will learn
In this liveProject, you’ll learn to use the TensorFlow.js library as part of a React app. You’ll master the basics of machine learning and web development, and how to combine the two.- Setting up TensorFlow.js PoseNet model in React Web app
- Enabling WebGL backend
- Setting up webcam livestream processing in React Web app
- Feeding webcam livestream data into PoseNet model for pose estimation
- Drawing detected pose keypoints and skeleton on the canvas
- Implementing basic React UI to start and stop pose estimation
features
- Self-paced
- You choose the schedule and decide how much time to invest as you build your project.
- Project roadmap
- Each project is divided into several achievable steps.
- Get Help
- While within the liveProject platform, get help from other participants and our expert mentors.
- Compare with others
- For each step, compare your deliverable to the solutions by the author and other participants.
- book resources
- Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
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- choose twelve free products per year
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Deploy a PoseNet Model project for free
Deploy a PoseNet Model project for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
![]()
Deploy a PoseNet Model project for free
