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Artificial Intelligence

Deploying AI in the Real World: MLOps, Tools & Products

Deploying AI in the Real World: MLOps, Tools & Products is a course in AI & Machine Learning Mastery: From Zero to Practitioner. 10 lessons covering Model Serving Architectures; FastAPI Deployment Deep Dive; Docker for ML Model Packaging.

10 published lessons · Online learning · Part of Learn & Grow

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What this course covers

  1. Model Serving Architectures · 13 min
  2. FastAPI Deployment Deep Dive · 14 min
  3. Docker for ML Model Packaging · 13 min
  4. Monitoring ML Models in Production · 13 min
  5. Model Versioning and Experiment Tracking With MLflow · 13 min
  6. CI/CD for ML Pipelines · 13 min
  7. Cost Optimisation for ML Inference at Scale · 13 min
  8. A/B Testing ML Models in Production · 14 min
  9. Scaling ML Systems · 13 min
  10. MLOps Capstone — Deploying a Complete Nigerian Fintech ML System · 15 min

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This course belongs to AI & Machine Learning Mastery: From Zero to Practitioner. Explore the full academy to see the other courses in this learning path.

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