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Integrating Machine Learning Models in Web Applications

YilziCode Team
1/8/2025
12 min read

TensorFlow.js brings machine learning directly to web browsers. Learn how to train, deploy, and use ML models in your web applications.

TensorFlow.js Basics

TensorFlow.js is a JavaScript library for machine learning in the browser and Node.js. It's perfect for on-device inference without server round-trips.

Pre-trained Models

Leverage pre-trained models for tasks like image classification, pose detection, and text analysis. This saves training time and reduces complexity.

Deployment Strategies

Deploy models as static assets, use worker threads for processing, and implement caching strategies for optimal performance.

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