Summary
In this chapter, we covered various model formats like Pickle and ONNX and how to persist your model as a file using Python. Storing a model as a file is useful because it allows you to integrate it with other applications.
Then we discussed the pros and cons of different formats for storing models like Pickle and ONNX. We came to the conclusion that ONNX is probably the better choice because it’s not Python-specific and can be used in other languages.
Then we covered how to load a model stored in ONNX format using JavaScript and create a REST API to make the model available to other applications.
In the next chapter, we’ll go into more detail of how we can use GitHub Copilot and get the most out of it. We’ll cover both tips and tricks and features that help make you faster and more productive.
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