Integrating Machine Learning Models into React Hooks App

Step 1: Set Up Your Project

npx create-react-app ml-react-app
cd ml-react-app

Step 2: Install Required Libraries:

Install "@tensorflow/tfjs" and "@tensorflow-models/mobilenet".

By installing “@tensorflow-models/mobilenet”, you gain access to the MobileNet model implementation in TensorFlow.js. This model is optimized for mobile devices and real-time applications, making it suitable for many image classification use cases.

npm install @tensorflow/tfjs @tensorflow-models/mobilenet

Machine learning models learn from data to recognize patterns and make predictions. TensorFlow.js enables ML in JavaScript. React Hooks helps integrate ML models into React apps. Custom Hooks handle model loading and usage. useEffect loads the model on the component mount. useState manages input data and predictions.