MLops CI/CD

This repository involves MLops's CI/CD stage. I use docker,fastapi, onnx, jenkins to make CI/CD pipeline.

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What involves in the each Folder?

• fastapi : to use fastapi tutorial --> Also, it just use dummy model
• fastapi_onnx_classifcation: to use fastapi and onnx tutorial (level 1) --> Also, it just use dummy model
• fastapi_onnx_MNIST : Upgrade to use fastapi and onnx tutorial (level 2) --> It is possible to train and evaluate model
• fastapi_onnx_docker_jenkins: To make CI/CD pipeline simply.

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To do

• fastapi_onnx_docker_jenkins folder converts the model into the MNIST pretrained model.

• fastapi_onnx_regression model such as super resolution.

• Using diffusion model

• Using TensoRT

Until 2024/06/21