Some discussions about the model zoo

sql-machine-learning / sqlflow

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Some discussions about the model zoo #1320

Open Echo9573 opened 4 years ago

Echo9573 commented 4 years ago

Some discussions about the model zoo:

Some people can share their opinions about the model zoo.
How to realize the sharing and circulation of the model zoo within a company? which conditions should be considered?

typhoonzero commented 4 years ago

Maybe we can publish the model with some real-world sample SQL programs, then users can copy a program and use it in a new case with tiny modifications.

typhoonzero commented 4 years ago

For sharing the guide of building pipelines for data pre-processing as well as model training and prediction, using a Jupyter Notebook is quite straight forward.
For sharing trained model weights to other users so that they can do predicting, fine-tunning, the current design introduces a "model zoo table", which will record the detailed information of every trained model for later sharing. This is currently still developing.