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MLOps Project

This repository is a place for tasks and solutions created as part of the MLOps project. We aim to develop knowledge of MLOps, solving problems related to the subject using state-of-the-art practices and technologies.

Tools and technologies:

python     GCP     kubeflow     kubernetes     docker     mlflow     grafana     git    

Branch policies

We use simplified gitflow workflow for managing git branches. If you're not familliar with gitflow please follow this tutorial. Additionally, all PRs are checked by a linting workflow using flake8 and black.

Tasks

  1. Containerized ML Model
  2. Kubernetes Fundamentals
  3. Terraform Fundamentals
  4. MLFlow Tracking Fundamentals