Face Mask Classification MLOps Using VertexAI

Developing an end-to-end MLOps solution to deploy and maintain a face mask classification model in production reliably and efficiently.

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├── dockerfiles         <- docker files for building images   
├── notebook            <- notebooks for explorations / prototyping
│   ├── archive         <- for archiving old notebooks
├── output              <- storing artifacts, logs etc
├── pipeline            <- code and yaml, json files for deploying pipeline 
├── src                 <- source code
└── unit_testing        <- unit test scripts

MLOps Architecture

ML Pipeline

Continuous Monitoring Pipeline

Model and Data Monitoring Dashboard