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Step 1: Learn about MLOps
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MLOps Infrastructure Stack
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should include tooling for the following tasks
- data engineering,
- version control of data, ML models and code,
- coninuous integration and continuous delivery pipelines,
- automating deployments and experiments,
- model performance assessment,
- model monitioring in production.
- MLOps Agile Stack
- Awesome production machine learning
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Step 2: Learn and Analyze Maturity Model
- LeanDS.MaturityModel.RU
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Step 3: Analyze your product and create the main goal and problem
- Celsus.ai: MLOps Stack Example
- Step 4: Create plan
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Step 5: Implement your plan, use feedback loops
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it helps
- PDCA
- 8D
- LEAN