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Keras 3 API documentation /
Models API
Models API
There are three ways to create Keras models:
- The Sequential model, which is very straightforward (a simple list of layers), but is limited to single-input, single-output stacks of layers (as the name gives away).
- The Functional API, which is an easy-to-use, fully-featured API that supports arbitrary model architectures. For most people and most use cases, this is what you should be using. This is the Keras "industry strength" model.
- Model subclassing, where you implement everything from scratch on your own. Use this if you have complex, out-of-the-box research use cases.
Models API overview
The Model class
The Sequential class
Model training APIs
- compile method
- fit method
- evaluate method
- predict method
- train_on_batch method
- test_on_batch method
- predict_on_batch method