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How do I deploy a model using TensorFlow Serving?

An example of an AI chatbot conversation about deploying models with TensorFlow Serving API.

😀
You

How do I deploy a model using TensorFlow Serving?

MagicBuddy
MagicBuddy

To deploy a model using TensorFlow Serving, you first need to save your model in the TensorFlow SavedModel format.

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You

What are the steps to save my model in the SavedModel format?

MagicBuddy
MagicBuddy

You can save your model using tf.saved_model.save(model, export_dir) where model is your trained model and export_dir is the directory to save it.

😀
You

How do I start the TensorFlow Serving server?

MagicBuddy
MagicBuddy

You can start the server using the command: tensorflow_model_server --rest_api_port=8501 --model_name=my_model --model_base_path=/path/to/model.

😀
You

Can I deploy multiple models at once?

MagicBuddy
MagicBuddy

Yes, you can deploy multiple models by specifying different model names and base paths in the server command.

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