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swiss-ai-center / digit-recognition-service

Service that recognizes a digit in an image using mnist trained model.
https://docs.swiss-ai-center.ch/reference/services/digit-recognition/
GNU Affero General Public License v3.0
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Integrate MLOps tools for digit_recognition machine learning backend #10

Open ludelafo opened 1 year ago

ludelafo commented 1 year ago

Problem

At the moment, the digit_recognition machine learning backend uses a model that is stored on DVC with MinIO.

Steps to resolve the problem

Re-set up the tools to allow the model to be built and stored on GitHub Docker registry.

ludelafo commented 1 year ago

DVC has been added for the model creation of the digit_recognition service.

Next step CML.

ludelafo commented 1 year ago

As this issue covers more elements than what I thought, this issue has been split to the following sub-issues:

ludelafo commented 3 months ago

The idea would be to have an example of a service using all or some of the tools presented in the project https://github.com/swiss-ai-center/a-guide-to-mlops/.

Related to https://github.com/swiss-ai-center/core-engine/issues/97.