Running Machine Learning Models in the Browser Using onnxruntime-web

๐Ÿ“ฐ Dev.to ยท Odinaka Joy

Run machine learning models in the browser using onnxruntime-web for faster and more secure AI applications

intermediate Published 5 Sept 2025
Action Steps
  1. Install onnxruntime-web using npm or yarn to set up the environment
  2. Convert your machine learning model to ONNX format using tools like TensorFlow or PyTorch
  3. Load the ONNX model in the browser using onnxruntime-web
  4. Run predictions or inferences on the model using JavaScript
  5. Test and optimize the model for browser-specific constraints like memory and compute resources
Who Needs to Know This

Machine learning engineers and web developers can benefit from this approach to deploy AI models directly in the browser, reducing latency and improving user experience

Key Insight

๐Ÿ’ก onnxruntime-web enables running machine learning models in the browser, reducing latency and improving security

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Full Article

๐Ÿš€ AI in the browser? Yes, itโ€™s possible. Most machine learning models live on the backend, meaning...
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