What are some examples of using TensorFlow.js?

What are some examples of using TensorFlow.js?

TensorFlow.js allows you to run machine learning models in the browser. Examples include image classification, text generation, and real-time object detection.

Can you show me a simple code example for image classification?

Sure! Here's a basic example:

const model = await tf.loadLayersModel('https://example.com/model.json');
const img = tf.browser.fromPixels(imageElement);
const predictions = model.predict(img.expandDims(0));

How can I train a model using TensorFlow.js?

You can train a model using the tf.Model class. You'll need to define your model architecture, compile it, and then fit it to your data using the model.fit() method.

What are the benefits of using TensorFlow.js over other libraries?

TensorFlow.js runs directly in the browser, allowing for real-time inference and interaction without server-side processing. It also leverages WebGL for performance.