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Best Certificates/Projects for MLOps in 2025

  • AWS Certified Machine Learning — Specialty: AWS ML implementation
  • Microsoft Certified: Azure AI Engineer Associate: Azure ML/AI expertise
  • Certified Kubernetes Administrator (CKA): For orchestrating ML workloads
  • TensorFlow Developer Certificate: ML implementation fundamentals

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