AI Infrastructure and MLOps

10 lessons in AI Fundamentals

• Dynamic Quantization Before InferenceCode Quiz
• Model Packaging Dependencies and requirementsCode Quiz
• CI/CD Pipeline Stage Ordering for MLCode Quiz
• Canary and Shadow Deployment RoutingCode Quiz
• Containerizing a Model with DockerfileCode Quiz
• Data Drift Detection ComputationCode Quiz
• Model Performance Monitoring in ProductionCode Quiz
• Concept Drift Monitoring LogicCode Quiz
• Batch vs Online Inference Pattern SelectionCode Quiz
• GPU/TPU Acceleration and Resource ManagementSlides / Video