Tensorflow.Js Programming Tutorials, Guides & Best Practices

In this tutorial, you’ll learn how to create a web application that performs real-time object detection using your webcam. By combining TensorFlow.js—Google’s library for machine learning in JavaScript—with p5.js for creative coding and drawing, you can build an interactive app that detects objects on the fly.

This guide will walk you through setting up your development environment, loading a pre-trained model, capturing video input, and overlaying detection results on the video feed.

const model = await tf.loadLayersModel('https://path-to-model/model.json');

Let’s start by creating a simple UI in React where users can interact with the AI-powered features. For this example, we’ll create a component that allows users to upload an image, and the model will classify the image in real-time.