Five-Project Series
Human Pose Estimation with TensorFlow.js and React you own this product
- prerequisites
- basics of JavaScript • basics of HTML • basics of React • basics of TensorFlow.js • basics of machine learning and web development
- skills learned
- setting up TensorFlow.js PoseNet model in React Web app • adding Material-UI to React project • collecting and processing human pose data stream • running the inference and getting top results by classification score
pro $24.99 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- share your subscription with another person
- choose one free eBook per month to keep
- exclusive 50% discount on all purchases
lite $19.99 per month
- access to all Manning books, including MEAPs!
team
5, 10 or 20 seats+ for your team - learn more
In this series of liveProjects, you’ll use the ReactJS JavaScript framework and the TensorFlow.js PoseNet model to create an exercise mobile app that estimates and tracks human poses. Each project in this series delves into a different and standalone aspect of constructing an AI-enhanced mobile app.
These projects are designed for learning purposes and are not complete, production-ready applications or solutions.
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
- share your subscription with one other person
- 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
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Human Pose Estimation with TensorFlow.js and React project for free
Human Pose Estimation with TensorFlow.js and React 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
-
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Human Pose Estimation with TensorFlow.js and React project for free
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 add the TensorFlow.js library to a newly created React app. You will also learn the basics of Machine Learning, including how to construct a neural network model, fit your model with training data, and make predictions.
- Setting up a React development environment with Node.js, NPM, and Yarn
- Creating a React web app and analyzing app structure
- Creating a basic UI and event listeners in React
- Constructing a neural network model with TensorFlow.js
- Training a TensorFlow.js model with synthetic data
- Predicting new values with a trained TensorFlow.js model
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.
