diff --git a/best_practices.md b/best_practices.md
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 # MLOps Best Practices
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diff --git a/effective_deployment.md b/effective_deployment.md
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 # Effective ML Deployment
 
diff --git a/maturity_assessment.md b/maturity_assessment.md
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 <!-- ### [Maturity Assessment](https://apps.digicatapult.org.uk/ai-adoption-toolkit) -->
diff --git a/prerequisites.md b/prerequisites.md
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 1. Relevant skills and roles
 2. Understanding of architecture components (horizon scan with links to other pages/repos on MLOps architecture)
diff --git a/requirements_research.md b/requirements_research.md
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 What were the requirements for our ML model and the MLOps pipeline?
 
diff --git a/serving_spike.md b/serving_spike.md
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 # Model Serving Spike Content