ML Certificates

Cert Name	DevOps Focus	Training Coverage	Pipeline/MLOps	Cloud Bias
GCP ML Engineer	✅✅✅	✅✅✅	✅✅✅	GCP-focused
AWS ML Specialty	✅✅	✅✅✅	✅✅	AWS-heavy
Azure AI Engineer	✅✅	✅✅	✅✅	Azure-only
IBM ML Pro Cert	✅	✅✅	✅	Neutral
Coursera MLOps (DeepLearning.AI)	✅✅	✅	✅✅✅	Neutral
Kubeflow courses (Udemy/etc.)	✅✅✅	✅✅	✅✅✅	K8s-native

🔗 Certification Links

1. Google Cloud Professional Machine Learning Engineer

   • 🌐 Official Cert Page
   • 📘 Learning Path (Coursera)

2. AWS Certified Machine Learning – Specialty (MLS-C01)

   • 🌐 Official Cert Page
   • 📘 Learning Path (AWS Skill Builder)

3. Microsoft Azure AI Engineer Associate (AI-102)

   • 🌐 Official Cert Page
   • 📘 Learning Path (Microsoft Learn)

4. IBM Machine Learning Professional Certificate (via Coursera)

   • 🌐 Cert Program on Coursera

5. MLOps Specialization by DeepLearning.AI (Coursera)

   • 🌐 MLOps Specialization

6. MLOps Zoomcamp (by DataTalks.Club)

   • 🌐 GitHub Repo
   • 🌐 Course Portal

7. Kubeflow Training / MLOps Courses (Udemy examples)

   • 🎓 Kubeflow for ML Engineers (Udemy)
   • 🎓 MLOps with Kubernetes (Udemy)